AI BOOK LIST

AI BOOK LIST
Hello guys, this is the list as promised. This list was pulled from /g/ and /sci/ recommendations (thanks to the countless anons who helped create this list), I have collected and created a list based on different sub-topics, hope you find it useful!

I. GENERAL
Advances in Applied Artificial Intelligence - John Fulcher
Advances in Artificial Intelligence (SBIA 2004( - Ana L.C. Bazzan , Sofiane Labidi
Agent-Oriented Programming: From Prolog to Guarded Definite Clauses - Matthew M. Huntbach
Artificial Intelligence: A Modern Approach - Stuart J. Russell , Peter Norvig
Artificial Intelligence and Soft Computing: Behavioral and Cognitive Modeling of the Human Brain - Konar Amit
ARTIFICIAL INTELLIGENCE and SOFTWARE ENGINEERING: Understanding the Promise of the Future - Derek Partridge
Artificial Intelligence Applications and Innovations - Bramer Max
Artificial Intelligence: Strategies, Applications, and Models Through Search (2d ed) - Christopher Thornton
Artificial Intelligence Through Prolog - Neil C Rowe
Artificial Intelligence Today: Recent Trends and Development - Manuela Veloso
Artificial Intelligence: Structures And Strategies For Complex Problem Solving (3rd ed) - George F Luger
Computational Intelligence An Introduction - Andries P. Engelbrecht
Computational Intelligence For Decision Support - Chen
Computational Intelligence In Control - Masoud Mohammadian
Computational Intelligence in Manufacturing Handbook - Jun Wang
COMPUTATIONAL LINGUISTICS: Models, Resources, Applications - Igor A. Bolshakov , Alexander Gelbukh
Computational Web Intelligence Intelligent Technology for Web Applications - Y.-Q. Zhang
Data Mining with Computational Intelligence - Lipo Wang , Xiuju Fu
Essentials of Programming Languages (2d ed) - Daniel P. Friedman, Mitchell Wand, Christopher T. Haynes
Intelligent Information Integration for the Semantic Web - Ubbo Visser
Methods And Applications Of Artificial Intelligence - Themistoklis Panayiotopoulos
Semantic Web for the Working Ontologist - Morgan Kaufmann
Multiagent Systems: A Modern Approach to Distributed Artificial Intelligence - Gerhard Weiss
AI for Game Developers - David Bourg, Glenn Seemann
Practical Artificial Intelligence Programming in Java - Mark Watson
PROLOG PROGRAMMING FOR ARTIFICIAL INTELLIGENCE - lvan Bratko
The Elements of Artificial Intelligence Using Lisp - Steven L. Tanimoto
The International Dictionary Of Artificial Intelligence - William Raynor
Encyclopedia of Artificial Intelligence - Juan Ramon Rabunal Dopico, Julian Dorado de la Calle, and Alejandro Pazos Sierra

II. BAYESIAN NETWORKS
Dynamic Bayesian Networks Representation, Inference And Learning - Kevin Patrick Murphy
Heuristics - Judea Pearl
Probabilistic Reasoning in Intelligent Systems - Judea Pearl
Learning Bayesian Networks - Neapolitan R. E.

III. COMPUTER VISION
Computer Modeling and Simulation Techniques for Computer Vision Problems - Ming-Chin Lu
Computer Vision - Linda Shapiro
Computer Vision (2d ed) - Dana H Ballard
Computer Vision: A Modern Approach - Forsyth , Ponce
Computer Vision and Applications A Guide for Students and Practitioners - Bernd Jahne
Feature Extraction in Computer Vision and Image Processing - Mark S. Nixon
Fundamentals of Computer Vision - Mubarak Shah
Handbook of Computer Vision Algorithms in Image Algebra, 2nd Ed - Gerhard X. Ritter
Handbook of Computer Vision and Applications Volume 1 Sensors and Imaging - Bernd Jahne
Handbook of Computer Vision and Applications Volume 2 Signal Processing and Pattern Recognition - Bernd Jahne
Handbook of Computer Vision and Applications Volume 3 Systems and Applications - Bernd Jahne
Handbook Of Mathematical Models In Computer Vision - Nikos Paragios
Multiple View Geometry in Computer Vision 2ed - Hartley R., Zisserman A
Vision with Direction A Systematic Introduction to Image Processing and Computer Vision - Josef Bigun

IV. EVOLUTIONARY COMPUTATION
Data Mining Using Grammar Based Genetic Programming and Applications - Wong, Cheung
Evolutionary Computation for Modeling and Optimization - Daniel Ashlock
Evolutionary computation, Vol.1: Basic Algorithms and Operators -  Baeck T., Fogel D.B., Michalewicz Z
Evolutionary computation, Vol.2: Advanced Algorithms and Operators  -  Baeck T., Fogel D.B., Michalewicz Z
FRONTIERS OF EVOLUTIONARY COMPUTATION -  Anil Menon
Genetic Programming: An Introduction  On the Automatic Evolution of Computer Programs and its Applications - Morgan Kaufmann
Genetic Programming Complex Adaptive Systems - Koza J.R.
Genetic Programming Theory and Practice II - John Koza
The Handbook of Evolutionary Computation - Kenneth De Jong

V. FUZZY SYSTEMS
Flexible Neuro-Fuzzy Systems: Structures, Learning and Performance Evaluation - Leszek Rutkowski
Fusion Of Neural Networks, Fuzzy Systems And Genetic Algorithms - Lakhmi C. Jain , N.M. Martin
Fuzzy Control Systems Design and Analysis: A Linear Matrix Inequality Approach - Kazuo Tanaka, Hua O. Wang
Fuzzy Logic in Embedded Microcomputers and Control Systems - Walter Banks
Fuzzy Sets And Fuzzy Information Granulation Theory - lotfi Zadeh
Fuzzy Sets And Fuzzy Logic: Theory and Applications - GEORGE J. KLIR , BO YUAN
Fuzzy Sets And Systems Theory And Applications - Didier Dubois , Henri Prade
FUZZY SETS AND THEIR APPLICATIONS TO COGNITIVE AND DECISION PROCESSES - Lotfi A. Zadeh , King-Sun Fu
Neuro-Fuzzy and Soft Computing: A Computational Approach to Learning and Machine Intelligence - Jyh-Shing Roger Jang
Simulating Continuous Fuzzy Systems - James J. Buckley

VI. INTELLIGENT SYSTEMS
Artificial Intelligence: A Guide to Intelligent Systems - Michael Negnevitsky
Hybrid Architectures for Intelligent Systems - Lotfi A. Zadeh
Intelligent Communication Systems - Nobuyoshi Terashima
Intelligent Systems for Engineers and Scientists (2d ed) - Adrian A. Hopgood
Intelligent Systems: Fusion, Tracking, and Control - GeeWah Ng

VII. KNOWLEDGE REPRESENTATION
Knowledge Representation: Reasoning and Declarative Problem Solving With Answer Sets - Chitta Baral

VIII. KNOWLEDGE-BASED SYSTEMS
Artificial Intelligence and Expert Systems for Engineers - Krishnamoorthy , S. Rajeev
Building Expert Systems in Prolog - Dennis Merritt
Fuzzy Expert Systems and Fuzzy Reasoning - William Siler
The Handbook of Applied Expert Systems  - Jay Liebowitz

IX. MACHINE LEARNING
An Introduction to Support Vector Machines and Other Kernel-based Learning Methods - Nello Cristianini , John Shawe
Data Mining Practical Machine Learning Tools and Techniques (2d ed) - Morgan Kaufmann
Introduction to Machine Learning - Nils J Nilsson
Machine Learning - Tom Mitchell
Machine Learning And Its Applications - Georgios Paliouras
Machine Learning in Computer Vision - N. SEBE
Machine Learning, Game Play, and Go - David Stoutamire
Machine Learning, Neural And Statistical Classification - Michie , Spiegelhalter , Taylor
PROBLEM SOLVING WITH REINFORCEMENT LEARNING - Gavin Adrian Rummery
Reinforcement Learning  An Introduction - Richard S. Sutton , Andrew G. Barto
Statistical Machine Learning For Information Retrieval - Adam Berger
Utility-Based Learning From Data - Craig Friedman, Sven Sandow

X. NATURAL LANGUAGE PROCESSING
Formal Syntax and Semantics of Programming Languages - Kenneth Slonneger
Foundations of Statistical Natural Language Processing - Christopher D. Manning
Natural Language Processing for Online Applications: Text Retrieval,Extraction and Categorization - Peter Jackson , Isabelle Moulinier
Ontological Semantics - Sergei Nirenburg , Victor Raskin
Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics and Speech Recognition - Daniel Jurafsky, James H. Martin

XI. NEURAL NETWORKS
An Introduction to Neural Networks - Patrick van der Smagt
Analysis And Applications Of Artificial Neural Networks - LPG Veelenturf
Artificial Neural Networks - Colin Fyfe
Artificial Neural Networks in Real-life Applications - Juan R. Rabunal
C++ Neural Networks and Fuzzy Logic - Valluru B. Rao
Foundations of Neural Networks, Fuzzy Systems, and Knowledge Engineering - Nikola Kazabov
Fusion of Neural Networks, Fuzzy Systems and Genetic Algorithms Industrial Applications - Lakhmi C. Jain , N.M. Martin
Kalman Filtering and Neural Networks - Simon Haykin
Machine Learning, Neural And Statistical Classification - C.C. Taylor
Methods and Procedures for the Verification and Validation of Artificial Neural Networks - Brian J. Taylor
Neural Networks: A Comprehensive Foundation - Simon Haykin
Neural Networks: Algorithms, Applications,and Programming Techniques - James A. Freeman
Programming Neural Networks in Java - Jeff Heaton
Recent Advances in Artificial Neural Networks: Design and Applications - Lakhmi Jain
Recurrent Neural Networks: Design And Applications - L.R. Medsker
Static and Dynamic Neural Networks: From Fundamentals to Advanced Theory - Madan M. Gupta, Liang Jin, Noriyasu Homma
The Handbook Of Brain Theory And Neural Networks (2nd Ed) - Michael A. Arbib

XII. PATTERN RECOGNITION
An Introduction to Pattern Recognition - Michael Alder
Evolutionary Synthesis of Pattern Recognition Systems - Bir Bhanu
Introduction to Statistical Pattern Recognition (2nd Ed) -  Keinosuke Fukunaga
Particle Swarm Optimization Methods for Pattern Recognition and Image Processing - Mahamed G. H. Omran
Pattern Recognition and Image Preprocessing (2nd ed) - Sing T. Bow
Pattern Recognition in Speech and Language Processing - Wu Chou
Pattern Recognition with Neural Networks in C++ - Abhijit S. Pandya, Robert B. Macy
Statistical Pattern Recognition (2nd Ed) - Andrew R. Webb

XIII. SOFT COMPUTING
Foundations Of Soft Case-based Reasoning - SANKAR K. PAL
Intelligent Control Systems Using Soft Computing Methodologies - Ali Zilouchian
Learning And Soft Computing: Support Vector Machines, Neural Networks, And Fuzzy Logic Models - Vojislav Kecman

XIV. SWARM INTELLIGENCE
Swarm intelligence - James Kennedy