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InformaticsGhost in the Stack
A systems analyst maps the real architecture of a legacy system — and finds what everyone forgot.
Informatics
209 genre.works
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- ⟡Informatics
Entropy Rate and the Flow of Time
How much does entropy increase with time? Understanding the essential nature of information sources.
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Entropy and Sometimes Love
An after-school conversation revealing how entropy inevitably increases, just like feelings we cannot control.
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Beyond Entropy
Entropy keeps increasing. But there's beauty in that process. And we keep learning today too.
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Maximum Entropy Afternoon
Learning that the distribution that maximizes entropy under constraints is the most unbiased state.
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Differential Entropy's Continuous World
From discrete to continuous. The world might truly have infinite precision.
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Joint Entropy and Shared Future
The world seen by two is not a simple sum of worlds seen alone. There's correlation.
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Channel Capacity and the Limits of Words
No matter how hard we try, there's a limit to information we can convey. Still, we keep communicating.
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Mira's Mystery and Rate-Distortion Theory
Perfect information preservation is impossible. But we can keep just the important parts.
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The Melancholy of Conditional Entropy
Gaining information reduces uncertainty. But sometimes, not knowing might have been happier.
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Cross Entropy: Failure and Learning
Each time predictions fail, cross entropy grows. But that's the driving force of learning.
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I Like You Even With the Noise
A story exploring how information can be transmitted through noisy channels and the value of communication despite imperfection.
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Afternoon of Gathering Information
A story learning how to approach truth from incomplete information through Bayesian inference.
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What Does It Mean to Get Through?
A story exploring the essence of communication through the concept of mutual information.
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We Wanted Shared Surprises
A story exploring the essence of empathy and information through the relationship between entropy and surprise.
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Uncertain Future and Channel Capacity
A story contemplating the possibilities and limits of the future through the concept of channel capacity.
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Higher Mutual Information Means Better Friends?
A story contemplating the depth of relationships and information sharing through mutual information.
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How to Optimize Ambiguous Relationships
A story understanding the gap between expectation and reality through KL divergence.
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In a Classroom Full of Variables
A story learning about random variables and their independence through daily classroom life.
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Youth Compression Algorithm
A story contemplating the essence of memory and reminiscence through the principles of data compression.
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Noise Reduction Love
A story learning how to reduce misunderstandings and deepen understanding through error correction codes.
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Even in Noise, I Want to Convey
Learning the essence of error correction codes and the determination to deliver important messages even through noisy channels.
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A Calm Day with Low Entropy
Contemplating the comfort of predictable daily life alongside the low entropy in information theory.
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Is the Channel Between Us Stable?
Viewing human relationships as communication channels and thinking about mutual information and communication quality.
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Youth Decoded Through Information Theory
Overlaying various moments of youth with concepts from information theory to deepen growth and understanding.
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Zero Information Awkwardness
Exploring awkward moments of conveying known facts and the unexpected meaning of zero information.
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Optimal Codes and Clumsy Confessions
Learning about efficient encoding while discovering the difficulty of optimization in emotional expression.
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At the End of a Random Walk
Learning the unexpected properties of random walks and the places reached at the end of unpredictable journeys.
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Probabilistic Events Carry Love
The essence of human relationships seen through chance encounters, probability theory, and the difference between independent and dependent events.
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To You I Met Probabilistically
Feeling the miracle of probabilistic encounters and the high information content embedded in such meetings.
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Conversation Lacking Redundancy
The misunderstandings born from overly brief words and why appropriate redundancy supports communication.
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Feelings That Cannot Be Noise-Cancelled
Considering the complexity and essence of human emotions through the limitations of noise removal technology.
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Friendship Beyond Probability
Understanding human relationships through probability distributions, learning the meaning of expected value and variance.
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High Information Density After School
Examining the value of dense, meaningful time through information density and communication efficiency.
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Can That Error Be Corrected with Love?
Considering misunderstandings and corrections in human relationships through the principles of error-correcting codes.
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To Someone Who Can Share Surprises
Discovering the value of people who understand through shared surprises and mutual information.
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A Small Promise with KL Distance
Understanding the gap between promises and expectations through Kullback-Leibler divergence.
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Over-Encoded Kindness
Considering the balance between efficiency and emotion through the principles of data compression.
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One High-Information Word Changes the World
Examining the weight and influence of words through the concept of self-information.
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How to Predict Uncertain Relationships
Understanding uncertain human relationships using conditional entropy and conditional probability.
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After-School for Information Theory Beginners
Yuki joins the information theory club for the first time and learns the basics of what information is.
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The Relationship Between Ambiguous Feelings and Noise
Dialogue exploring the essence of ambiguity by overlapping emotional uncertainty with the concept of noise.
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If We Could Measure Conversation by Surprise Value
An afternoon exploring the essence of communication through the relationship between information content and surprise.
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Truth Hidden in Message Margins
Exploring meaning behind words through steganography and implicit information.
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An Afternoon Swaying in Waves of Probability
Confronting future uncertainty through probability distributions and expected values in the club room.
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Words I Don't Want Compressed
Thinking about the balance between efficiency and emotional richness from the perspective of information compression.
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I Tried Encoding Our Relationship
After-school thoughts on expressing human relationships from the perspective of encoding and data compression.
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You Who Exist Outside the Prediction Model
An afternoon thinking about predictability and individuality through the limitations of machine learning models.
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Finding Meaning in Daily Life Through Information Theory
After-school dialogue discovering new value in everyday events through the concept of information content.
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Kindness That Fills Information Gaps
Thinking about mutually supportive communication through error correction codes and parity bits.
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The Day Redundant Words Saved Us
Understanding the relationship between redundancy and reliability through actual experience.
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The Day KL Divergence Was Small
Learning the essence of mutual understanding through KL divergence, which measures the distance between two probability distributions.
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After School When Information Particles Shine
Understanding the foundation of the digital world through the concepts of discrete information and bits.
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Between Data and Emotions
Depicting hearts swaying between quantifiable information and unquantifiable emotions.
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Decompressing Encoded Feelings
Exploring the difficulty and possibility of conveying emotions through data compression and decompression mechanisms.
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Feelings That Cannot Be Optimized
Examining human values that cannot be measured by efficiency alone, through optimization theory.
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High-Entropy Love Theory
Capturing romantic uncertainty through entropy and exploring the charm of unpredictability.
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Predictions That Don't Reach and Truths That Do
Learning about the limits of prediction models and contrasting them with the power of truth that data speaks.
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That Silence Has Information
Understanding from an information theory perspective that even silence and absence contain information.
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The Miracle That Randomness Brought
Considering the meaning of chance encounters and inevitability through random numbers and probability.
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To You Beyond the Noise
Learning how to reliably deliver messages even in noisy communication environments.
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Uncertainty and Love Compatibility
Examining the relationship between uncertainty and information in romance from an information theory perspective.
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Let's Have a Conversation with Mutual Information
Exploring what high mutual information conversation means and what true communication is.
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After School with Random Variables
Understanding the concept of random variables as characters with rich personalities.
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Information Content Tells the Distance Between Two
A story measuring the depth of relationship and understanding between two people through mutual information.
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In a Corner of Probability Space
A story of finding one's own existence within the abstract concept of probability space.
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Message Structuring Meeting
Learning how to achieve efficient transmission by giving structure to messages.
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Youth Entropy Analysis
Exploring the uncertainty and possibilities of youth through the concept of entropy.
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Everyday Like Data Compression
Considering efficiency and essence through the similarity between daily life and data compression.
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The Miracle of Correct Transmission
A story depicting the miracle of messages being transmitted accurately beyond channel limitations.
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Shared Information Between You and Me
Understanding connections between people through the concept of shared information.
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Encoding Uncertain Romantic Feelings
Learning about the process of converting emotions into symbols and the essence of information that encoding signifies.
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I Want to Measure Our Mutual Information
Learning that mutual information measures the degree of understanding between two people, and that shared information deepens relationships.
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Unpredictability Makes It Interesting
Exploring the charm of high-entropy states and the value that unpredictability brings to daily life.
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Correlated Feelings of Two People
Mathematically capturing the depth of relationships between two people through correlation coefficients and statistical dependence.
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Can You Compress That Statement?
Considering the balance between redundancy and efficiency through data compression principles.
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Aiming for a Relationship with Zero KL Distance
Examining how Kullback-Leibler distance measures the difference between two probability distributions and what ideal understanding means.
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Collecting Moments of Surprise
Understanding the relationship between self-information and surprise, learning the information value of unexpected events.
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Information Theory After-School Lounge
A space where information theory concepts naturally weave into daily conversation, creating learning opportunities.
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Truth Within the Noise
Learning to distinguish signal from noise and techniques to extract meaningful information from chaos.
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The Power to Interpret Ambiguous Data
Learning to extract meaning from incomplete information and the value of statistical inference.
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Kindness with Redundancy
Understanding that redundancy is not mere waste, but kindness that supports communication.
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Noise Reduction and Mental Organization
A story discovering that noise reduction techniques also connect to methods of organizing the mind.
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Sharing Surprise is Communication
Discovering that information is the magnitude of surprise, and sharing surprise is true communication.
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The Small World Connected by Information
Learning the power of connections through information networks and small-world phenomena.
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The Power to See Through Message Structure
Learning that pattern recognition and understanding structure are keys to efficient information processing.
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In the Too-Random Daily Life
A story of finding meaningful life between complete randomness and complete order.
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Probabilistically Possible Stories
Understanding the relationship between narrative generation and predictability through probability models.
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Methods to Increase Transmission Probability
Learning techniques to improve communication reliability and methods for reliable transmission in human relationships.
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Information-Rich Smile
Learning that when much meaning is packed into little expression, high information density is born.
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The Girl Who Measures Entropy
A story of understanding the relationship between uncertainty and information content through the concept of entropy.
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Tried Living Youth with Probabilistic Thinking
Applying probabilistic thinking to everyday choices and learning to make better decisions amid uncertainty.
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We Met in the Sea of Messages
Exploring from a communication theory perspective how rare and precious meaningful encounters are in the sea of information.
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Their Conversation is a Markov Chain
Understanding conversation flow as a Markov chain, exploring the relationship between state transition and memory.
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Small Truths Guided by Probability
Exploring the process of finding truth from data through probability theory and statistical inference.
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Measuring the World by Amount of Surprise
The relationship between entropy and surprise, understanding daily events through information content.
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The Quiet Classroom Where Information Flows
Observing the classroom from an information flow perspective, understanding space as a communication channel.
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Random Walk Friendship
Exploring regularity visible in unpredictable movements, the relationship between random walk and friendship.
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How to Make Noise Your Ally
Exploring how noise is not always an enemy and sometimes brings useful information.
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Today's Conversation is Compressed
Exploring how shared knowledge and context dependence make conversation efficient, examining communication compression.
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The Day We Found Encoding Talent
Riku's unexpected encoding sense is revealed, exploring the relationship between pattern recognition and compression.
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Is That Prediction Right?
Exploring the relationship between prediction theory and information theory, model accuracy and measuring uncertainty.
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Why High-Entropy Days Are Tiring
Exploring the relationship between daily life entropy and fatigue, understanding the mechanism by which uncertainty increases cognitive load.
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KL-senpai Dislikes Disappointment
Learning how to measure the gap between expectation and reality through KL divergence and create better prediction models.
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The Amount of Shareable Surprise
Understanding the quantity of information shared between two variables through mutual information, exploring the essence of communication.
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When Messages Can't Be Read, It's Always Raining
A story exploring channel noise, weather effects on communication quality, and channel capacity.
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Probabilistic Friendship Theory
After-school discussions about how probability shapes our understanding of information and uncertainty.
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Probability Lessons Might Be Life's Miniature
After-school discussions about how probability shapes our understanding of information and uncertainty.
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Random-kun is Unpredictable Today Too
When randomness and unpredictability make daily life more interesting, not less.
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Random-kun is Unpredictable Today Too
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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Random-senpai and Determinism-kun
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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Random-senpai's Whimsical Lecture
When randomness and unpredictability make daily life more interesting, not less.
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Random Variable Counseling Room
After-school discussions about how probability shapes our understanding of information and uncertainty.
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Redundant Explanations Can Save You
Learning why repetition and redundancy in explanations aren't wasteful, but essential for reliable communication.
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Save the Noisy Conversation!
Understanding how noise affects communication and discovering that imperfection can sometimes bring people closer.
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Searching for Reasons of Uncertainty
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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Searching for the Shortest Message
Aoi explains how human communication relates to optimal coding theory and the balance between efficiency and understanding.
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Secret Channel Between Two People
A lesson in Shannon's groundbreaking work and how it revolutionized our understanding of communication.
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The Secret Hidden in Noisy Messages
Learning the fundamental unit of information and how everything can be measured in bits.
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A Small Battle Over Code Length
A story exploring code length, average code length through the lens of information theory.
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Speaking Through Probability Becomes Gentle
After-school discussions about how probability shapes our understanding of information and uncertainty.
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Strange Daily Life of the Information Theory Club
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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Talking About Compression in the Club Room Corner
Exploring data compression and how to efficiently represent information without losing meaning.
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Isn't That Data a Bit Heavy?
Exploring data compression and how to efficiently represent information without losing meaning.
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That Odd Feeling Might Be KL Distance
After-school discussions about how probability shapes our understanding of information and uncertainty.
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That Question Has High Mutual Information
Examining the connection between information content and meaningful confessions in relationships.
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That Statement Has Too Much Information!
After-school discussions about how probability shapes our understanding of information and uncertainty.
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The Boundary Between Uncertainty and Youth
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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The Journey of Collecting Information Fragments
A story exploring data aggregation, sampling through the lens of information theory.
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A Small Battle Over Code Length
Aoi explains how human communication relates to optimal coding theory and the balance between efficiency and understanding.
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The First Step Into the World of Information
A story exploring information theory overview, learning journey through the lens of information theory.
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Yuki and Aoi's Information Expedition
Learning about the fundamental limits of communication channels and what determines how much information can flow.
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The Moment I Understood, Entropy Decreased
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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The Moment You Feel the Weight of Information
A story exploring landauer principle, information thermodynamics through the lens of information theory.
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The Reason It Doesn't Get Through Isn't Just Noise
Understanding how noise affects communication and discovering that imperfection can sometimes bring people closer.
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Chasing an Unknown Distribution
Chasing an unknown probability distribution and learning how to estimate what we don't know.
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The Shape of the World Through Probability
After-school discussions about how probability shapes our understanding of information and uncertainty.
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Their Conversation is Full of Noise
Understanding how noise affects communication and discovering that imperfection can sometimes bring people closer.
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Their Conversation is a Markov Chain
The group discovers how their conversations follow Markov chain patterns and explores the limits of conversational memory.
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Can You Use Information Magic?
Exploring data compression and how to efficiently represent information without losing meaning.
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To You Beyond the Data
Understanding how noise affects communication and discovering that imperfection can sometimes bring people closer.
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About Senpai's Explanations Being Too Optimal
Aoi explains how human communication relates to optimal coding theory and the balance between efficiency and understanding.
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To You on the Other End of the Channel
Discovering how mutual information quantifies what two people truly share in their understanding.
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Today I'm a New Member of Information Theory Club
Exploring data compression and how to efficiently represent information without losing meaning.
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Tried Compressing Ambiguous Feelings
Exploring data compression and how to efficiently represent information without losing meaning.
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Truth Beyond the Shortest Code
Exploring the mathematical constraints that govern uniquely decodable codes.
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The Café Master Who Speaks of Information Theory
A café encounter leads to an enlightening discussion about channel capacity and Shannon's fundamental theorems.
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Two People Floating in a Sea of Data
A story exploring data vs information, context through the lens of information theory.
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The Mysterious After-School with Bits and Probability
After-school discussions about how probability shapes our understanding of information and uncertainty.
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Uncover the Secret of Messages
A story exploring encryption, decryption through the lens of information theory.
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Understanding the World Through Probability
After-school discussions about how probability shapes our understanding of information and uncertainty.
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Unpredictability is Interesting
Examining the connection between information content and meaningful confessions in relationships.
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Walking with Shannon in a Classroom Corner
A lesson in Shannon's groundbreaking work and how it revolutionized our understanding of communication.
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We Who Live in Information-Overloaded Days
Understanding how noise affects communication and discovering that imperfection can sometimes bring people closer.
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Welcome to Information Theory Club
Exploring data compression and how to efficiently represent information without losing meaning.
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What is Entropy? Tell me, Aoi-senpai!
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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When Exceeding the Threshold of Surprise
Understanding how information is related to surprise, and why unexpected events carry more information.
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Where Does Noise Come From?
Understanding how noise affects communication and discovering that imperfection can sometimes bring people closer.
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After School with Zero Information
A seemingly empty conversation reveals the paradox of communicating when there's nothing new to say.
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Your Words are High Entropy
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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How to Handle Uncertain Thoughts
After-school discussions about how probability shapes our understanding of information and uncertainty.
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Hearts Move by the Amount of Surprise
Understanding how information is related to surprise, and why unexpected events carry more information.
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After School Talking Only About Probability
After-school discussions about how probability shapes our understanding of information and uncertainty.
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Friendship Described Through Probability Models
After-school discussions about how probability shapes our understanding of information and uncertainty.
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Gentle Information Theory Salon
The club room gets a new name while discussing Shannon's channel capacity and the fundamental limits of communication.
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How Much Information in That Silence?
Exploring how silence and absence can carry information, and what it means when expected signals don't appear.
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How to Escape the Forest of Uncertainty
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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How to Express Uncertain Relationships?
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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There Are Feelings That Cannot Be Compressed
When randomness and unpredictability make daily life more interesting, not less.
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Facing Ambiguity in Club Activities
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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I Like Unpredictable Daily Life
Examining the connection between information content and meaningful confessions in relationships.
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I Thought It Was Getting Through
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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Everyday Life with High Noise Levels
Understanding how noise affects communication and discovering that imperfection can sometimes bring people closer.
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I Want to Stop the Rise of Entropy
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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Imagining the Feelings of Probability Distributions
After-school discussions about how probability shapes our understanding of information and uncertainty.
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Important Things Despite Being Random
When randomness and unpredictability make daily life more interesting, not less.
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In a Classroom Full of Noise
Understanding how noise affects communication and discovering that imperfection can sometimes bring people closer.
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Encoding Girl and Random Boy
Aoi explains how human communication relates to optimal coding theory and the balance between efficiency and understanding.
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Information-Rich Twilight
Understanding how information is related to surprise, and why unexpected events carry more information.
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Is Encoding Delicious?
Exploring data compression and how to efficiently represent information without losing meaning.
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Is It Really Getting Through?
Understanding how noise affects communication and discovering that imperfection can sometimes bring people closer.
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Encoding Feelings That Don't Get Through
Exploring data compression and how to efficiently represent information without losing meaning.
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Isn't That Explanation Too Redundant?
Learning why repetition and redundancy in explanations aren't wasteful, but essential for reliable communication.
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It Began from a Random Encounter
The group discovers how their conversations follow Markov chain patterns and explores the limits of conversational memory.
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Encoding the Ambiguous Future
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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Divergence Between Expectation and Reality
When expectations don't match reality, KL divergence measures the distance between what we thought and what is.
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KL-senpai Always Wants to Measure Distance
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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Let's Find the Common 'Surprise'
Examining the connection between information content and meaningful confessions in relationships.
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Let's Have High Information Density Conversations
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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Love with Poor Transmission Efficiency
Exploring data compression and how to efficiently represent information without losing meaning.
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Youth Theory: Making Probability Your Ally
After-school discussions about how probability shapes our understanding of information and uncertainty.
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Decode the Mysterious Communication Message
Understanding how noise affects communication and discovering that imperfection can sometimes bring people closer.
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After-School Meeting Measuring Information Value
A story exploring information value, decision theory through the lens of information theory.
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The Day We Share Our Surprises
Examining the connection between information content and meaningful confessions in relationships.
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The Melancholy of the Entropy Girl
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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Mira's Mysterious Code
Aoi explains how human communication relates to optimal coding theory and the balance between efficiency and understanding.
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Cross Entropy and the Nature of Failure
An exploration of entropy, uncertainty, and how information theory helps us understand the world.
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The Moment When Inability to Communicate Communicates
Examining the connection between information content and meaningful confessions in relationships.
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More Noise, More Laughter
Understanding how noise affects communication and discovering that imperfection can sometimes bring people closer.
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The Mysterious Cup at Information Theory Cafe
The group discovers how their conversations follow Markov chain patterns and explores the limits of conversational memory.
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Noise Countermeasures Full of Mistakes
Understanding how noise affects communication and discovering that imperfection can sometimes bring people closer.
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The Correlation Between Information Content and Confession
Examining the connection between information content and meaningful confessions in relationships.
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Notebook Filled with Messages
Exploring data compression and how to efficiently represent information without losing meaning.
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Conversations Among Random Variables
After-school discussions about how probability shapes our understanding of information and uncertainty.
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An Afternoon Thinking About Optimal Communication
Aoi explains how human communication relates to optimal coding theory and the balance between efficiency and understanding.
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Conversation Techniques That Beat Noise
Understanding how noise affects communication and discovering that imperfection can sometimes bring people closer.
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The Power to Read Invisible Messages
Understanding error correction codes and how redundancy helps messages survive transmission errors.
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After School About the Nature of Information
A story exploring information definition, data vs information through the lens of information theory.
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Want to Be a Conversation Compression Pro
Exploring data compression and how to efficiently represent information without losing meaning.