1Asuncion et al.On Smoothing and Inference for Topic Models
2Wallach et al.Rethinking LDA: Why Priors Matter
1Mimno et al.Optimizing Semantic Coherence in Topic Models
1Sewell and Wilkinson`Someone to Watch Over Me': Surveillance, Discipline and the Just-in-Time Labour Process
2DarlingA theoretical and practical implementation tutorial on topic modeling and gibbs sampling
1Apollon and BelisleDigital Critical Editions
2Blei et al.Variational Inference: A Review for Statisticians
3BodeEquivalence of “Close” And “Distant” Reading; Or, toward a New Object for Data-Rich Literary History
1Speculative Bibliography · Ryan Cordell
1OrtizBeing Nepali without Nepal: The imaginative process of ethnicity among the Nepali diaspora in Lancaster, Pa
2Jelodar et al.Latent Dirichlet Allocation (LDA) and Topic modeling: models, applications, a survey
1TEI: Foreword (Tanselle)
0TanselleReproductions and Scholarship
2FlandersTrusting the Electronic Edition
2Fu et al.Nonnegative Matrix Factorization for Signal and Data Analytics: Identifiability, Algorithms, and Applications
2Kargas et al.Tensors, Learning, and 'Kolmogorov Extension' for Finite-alphabet Random Vectors
1BeatonHow to Respond to Data Science: Early Data Criticism by Lionel Trilling
4BarberBayesian Reasoning and Machine Learning
1KuangPredictive and Interpretable Text Machine Learning Models with Applications in Political Science
2Bengio et al.A Neural Probabilistic Language Model
2Hernán et al.Data science is science's second chance to get causal inference right: A classification of data science tasks
2DonohoHigh-Dimensional Data Analysis: The Curses and Blessings of Dimensionality
2Griva et al.Linear and Nonlinear Optimization, Second Edition
2RobevaAlgebraic and Discrete Mathematical Methods for Modern Biology
2WagnerThe Invention of Culture
2Levy and GoldbergNeural word embedding as implicit matrix factorization
3PearlCausal inference in statistics: An overview
1causal inference in statistics - Google Search
2Morse et al.Persistent cascades: Measuring fundamental communication structure in social networks
1MorsePython class for Hawkes processes
3Rizoiu et al.A Tutorial on Hawkes Processes for Events in Social Media
2Laub et al.Hawkes Processes
1Murray-Rust and RzepaThe Next Big Thing: From Hypermedia to Datuments
1Stone Philip J. et al.The general inquirer: A computer system for content analysis and retrieval based on the sentence as a unit of information
2ManiComputational Modeling of Narrative
2Richards et al.Advancing computational models of narrative
1FinlaysonCorpus Annotation in Service of Intelligent Narrative Technologies.
2Finlayson et al.Computational models of narrative: Review of a workshop
2Hervás and FinlaysonThe prevalence of descriptive referring expressions in news and narrative
2FinlaysonDeriving narrative morphologies via analogical story merging
2LakoffStructural Complexity in Fairy Tales
2FinlaysonLearning narrative structure from annotated folktales
1FinlaysonCollecting Semantics in the Wild: The Story Workbench.
3Weiss et al.Text mining: predictive methods for analyzing unstructured information
1Berry et al.Text Mining - Applications and Theory: Applications and Theory
0Feldman and SangerThe Text Mining Handbook
2SavageThe foundations of statistics
2FirthA Synopsis of Linguistic Theory 1930-1955
3Dutil et al.Plan, Attend, Generate: Planning for Sequence-to-Sequence Models
2BengioThe Consciousness Prior
3Cho et al.Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation
1FirthPersonality and language in society
2HarrisDistributional structure
2HararyStructural Duality
2Zwarts and WinterVector Space Semantics: A Model-Theoretic Analysis of Locative Prepositions
1Erk and PadóA Structured Vector Space Model for Word Meaning in Context
2SahlgrenThe Word-Space Model : Using distributional analysis to represent syntagmatic and paradigmatic relations between words in high-dimensional vector spaces
2Singhal et al.Pivoted document length normalization
1Bulbul and UzarPivoted Document Length Normalization
1Salton and BuckleyTerm-weighting approaches in automatic text retrieval
1Salton et al.A Vector Space Model for Automatic Indexing
2SavageThe Foundations of Statistics Reconsidered
1GoodRational Decisions
1GoodThe Interface Between Statistics and Philosophy of Science
1JockersA Novel Method for Detecting Plot
2GoodSome Terminology and Notation in Information Theory
1JockersRevealing Sentiment and Plot Arcs with the Syuzhet Package
1Singh"Syuzhet for Dummies"
2Turney and PantelFrom frequency to meaning: Vector space models of semantics
1Ricoeur and KleinInterpretation Theory: Discourse and the Surplus of Meaning
0Semiotics and Transduction
2AlvaradoElectronic Resources
2AlvaradoInstitutions, Projects, and Meetings
1CarrascoThe Oxford Encyclopedia of Mesoamerican Cultures: The Civilizations of Mexico and Central America
2ShmueliTo Explain or to Predict?
1KatzNoam Chomsky on Where Artificial Intelligence Went Wrong
1TomaselloWhat’s universal grammar? Evidence rebuts Chomsky’s theory of language learning
2Donoho50 Years of Data Science
1hawkes process mimesis - Google Search
1BodeThe Equivalence of “Close” And “Distant” Reading; Or, toward a New Object for Data-Rich Literary History
2BreimanStatistical Modeling: The Two Cultures (with comments and a rejoinder by the author)
0Wladawsky-BergerWhy Do We Need Data Science When We’ve Had Statistics for Centuries?
1PressA Very Short History Of Data Science The Fourth Paradigm: Data-Intensive Scientific Discovery (9780982544204): Tony Hey, Stewart Tansley, Kristin Tolle: Books
1Iliadis and RussoCritical data studies: An introduction
1BornThe Universal Library by Kurd Lasswitz
1LasswitzThe Universal Library
1Mei and ZhaiA Mixture Model for Contextual Text Mining
1Pinto et al.Trend Detection in Social Networks Using Hawkes Processes
1Wang et al.Mining Correlated Bursty Topic Patterns from Coordinated Text Streams
3Bird and LibermanAnnotation graphs as a framework for multidimensional linguistic data analysis
1Stand-off markup
2Alvarado and MurrayFigura: A Tool for the Collaborative Editing of Non-nesting Content
2Vogel et al.Stress affects the neural ensemble for integrating new information and prior knowledge
1Řehůřek and SojkaSoftware Framework for Topic Modelling with Large Corpora
1ColemanHacker, Hoaxer, Whistleblower, Spy: The Many Faces of Anonymous
1BoellstorffComing of Age in Second Life: An Anthropologist Explores the Virtually Human
2Tracy et al.The hippocampus and motivation revisited: appetite and activity
3Wallenstein et al.The hippocampus as an associator of discontiguous events
2ValiantThe Hippocampus as a Stable Memory Allocator for Cortex
2Brown et al.An estimate of an upper bound for the entropy of English
3Ortega et al.Graph Signal Processing
2Veeravalli and BanerjeeChapter 6 - Quickest Change Detection
2Jurafsky et al.Speech and Language Processing
2Kukutai and TaylorIndigenous Data Sovereignty: Toward an agenda
2Le and MikolovDistributed Representations of Sentences and Documents
2Segarra et al.Authorship Attribution Through Function Word Adjacency Networks
2Yan et al.Applications of graph theory in protein structure identification
1Segarra et al.Reconstruction of Graph Signals Through Percolation from Seeding Nodes
2Shuman et al.The emerging field of signal processing on graphs: Extending high-dimensional data analysis to networks and other irregular domains
3Ortega et al.Graph Signal Processing
1Bayar et al.Probabilistic Non-Negative Matrix Factorization: Theory and Application to Microarray Data Analysis
2Goldberg and Levyword2vec Explained: deriving Mikolov et al.'s negative-sampling word-embedding method
0Alvarado and HumphreysBig Data, Thick Mediation, and Representational Opacity
3Lopez-MedranoHow Information Transfer works: interpretation of Information Contents in Bayes Theorem. Understanding Negative Information
1Gärdenfors and WilliamsReasoning About Categories in Conceptual Spaces
2GärdenforsConceptual Spaces as a Basis for Cognitive Semantics
2MichieLearning Concepts from Data
1Petersen and PedersenThe Matrix Cookbook
1Frisby and StoneSeeing: the computational approach to biological vision
1IsasiOsibilidades De La Minería De Datos Digital Para El Análisis Del Personaje Literario En La Novela Española: El Caso De Galdós Y Los Episodios Nacionales
1HallamThe Social Media Manifesto
1ChenThe Entity-relationship Model: A Basis for the Enterprise View of Data
1ChenThe Entity-Relationship Model—Toward a Unified View of Data
2ChenThe entity-relationship model—toward a unified view of data
2Chamberlin and BoyceSEQUEL: A structured English query language
2Arenas and LibkinAn information-theoretic approach to normal forms for relational and XML data
1Peckham and MaryanskiSemantic Data Models
Collect resources on narrative too -- the idea that conversation requires a "wo
2WaldBasic ideas of a general theory of statistical decision rules
2MichieLearning concepts from data
2Klein et al.Exploratory Thematic Analysis for Digitized Archival Collections
2Vulić et al.Probabilistic topic modeling in multilingual settings: An overview of its methodology and applications
3Schofield and MimnoComparing Apples to Apple: The Effects of Stemmers on Topic Models
1SchmidtWords Alone: Dismantling Topic Models in the Humanities
1BleiTopic Modeling and Digital Humanities
2Ramage et al.Topic Modeling for the Social Sciences
1RhodyTopic Modeling and Figurative Language
2Boyd-graber and BleiSyntactic Topic Models
2Chang et al.Reading Tea Leaves: How Humans Interpret Topic Models
3Blei et al.Latent Dirichlet Allocation
1Griffiths and SteyversA probabilistic approach to semantic representation
2Steyvers and TenenbaumThe Large-Scale Structure of Semantic Networks: Statistical Analyses and a Model of Semantic Growth
2Steyvers and GriffithsProbabilistic topic models
3Ginsparg et al.Mapping subsets of scholarly information
1Yang et al.Topic Modeling on Historical Newspapers
1MeeksTopic Networks in Proust
1JockersWho's your DH Blog Mate: Match-Making the Day of DH Bloggers with Topic Modeling
3Evans and FosterMetaknowledge
2Blei and LaffertyDynamic topic models
1Mining the Dispatch
1Newman and BlockProbabilistic Topic Decomposition of an Eighteenth-Century American Newspaper
1TempletonTopic Modeling in the Humanities: An Overview
1BlevinsTopic Modeling Martha Ballard’s Diary
1About the Woodchipper: Byron and Austen
1TOME: Interactive TOpic Model and MEtadata Visualization
1Quickstart Guide
1Enderletopic-modeling-tool: A point-and-click tool for creating and analyzing topic models produced by MALLET
1MorrisThe Origin of Lungs, a Chapter in Evolution
1My E-Tickets
2PaulsonPeasant Struggles and International Solidarity: The Case of Chiapas
2Weiss and IndurkhyaPredictive data mining: a practical guide
0Bourgoin and SmithBig Data–Better Returns, Leveraging Your Hidden Data Assets to Improve ROI
1DonthaThe Origins of Big Data
1Who actually coined the term Big Data
1MasheyBig Data ... and the Next Wave of InfraStress
1BanerjeeWho coined the term Big Data?
1Predictive Data Mining - 1st Edition
2DoctorowBig data: Welcome to the petacentre
2NelsonBig data: The Harvard computers
1Fan and BifetMining Big Data: Current Status, and Forecast to the Future
0DieboldBig Data Dynamic Factor Models for Macroeconomic Measurement and Forecasting
2Diebold’Big Data’Dynamic factor models for macroeconomic measurement and forecasting
2DieboldOn the Origin(s) and Development of the Term 'Big Data'
1CongressAdvances in Economics and Econometrics: Theory and Applications, Eighth World Congress
2LynchBig data: How do your data grow?
2Frankel and ReidBig data: Distilling meaning from data
1LohrThe Origins of 'Big Data': An Etymological Detective Story
1Big data
1Yoshimi and KittlerTowards an Ontology of Media
1CrawfordThe Hidden Biases in Big Data
2boyd and CrawfordCritical Questions for Big Data
1BoellstorffMaking big data, in theory
1Randal Bryant, Randy H. Katz and Edward D. Lazowska, “Big-Data Computing: Creating Revolutionary Breakthroughs in Commerce, Science and Society,” December 2008, pp. 1-15, at - Google Search
1Bollier and FirestoneThe Promise and Peril of Big Data
3Manyika et al.Big Data: The Next Frontier for Innovation, Competition, and Productivity
1Laney3D data management: Controlling data volume, velocity and variety
1PinkerThe Blank Slate: The Modern Denial of Human Nature
1O'ReillyWhat Is Web 2.0
2NorvigColorless green ideas learn furiously: Chomsky and the two cultures of statistical learning
1Bryson et al.Visually Exploring Gigabyte Data Sets in Real Time
1PressA Very Short History Of Big Data
1van RijmenamA Short History Of Big Data
1Find @ U.Va. - Discover online articles and journals - University of Virginia Library
1HarmanPrinciples of the statistical theory of communication.
1EganMessage Repetition, Operating Characteristics, and Confusion Matrices in Speech Communication
2Hanley and McNeilThe meaning and use of the area under a receiver operating characteristic (ROC) curve.

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