Class information for:
Level 1: PREDICTION WITH EXPERT ADVICE//UNIVERSAL CODING//INDIVIDUAL SEQUENCES

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
7461 1285 24.8 36%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)


ID, lev.
above		 Publications Label for level above
2449 3598 PREDICTION WITH EXPERT ADVICE//UNIVERSAL CODING//GRAPHICAL REPRESENTATION

Terms with highest relevance score


Rank Term Type of term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 PREDICTION WITH EXPERT ADVICE Author keyword 45 94% 1% 16
2 UNIVERSAL CODING Author keyword 37 52% 4% 50
3 INDIVIDUAL SEQUENCES Author keyword 24 68% 2% 21
4 UNIVERSAL PREDICTION Author keyword 22 67% 2% 20
5 MISTAKE BOUNDS Author keyword 21 85% 1% 11
6 UNIVERSAL COMPRESSION Author keyword 19 80% 1% 12
7 UNIVERSAL SOURCE CODING Author keyword 16 58% 1% 18
8 GRP INFORMAT ELECT Address 15 82% 1% 9
9 UNIVERSAL DATA COMPRESSION Author keyword 14 64% 1% 14
10 MINIMAX REDUNDANCY Author keyword 11 69% 1% 9

Web of Science journal categories

Author Key Words


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class		 LCSH search Wikipedia search
1 PREDICTION WITH EXPERT ADVICE 45 94% 1% 16 Search PREDICTION+WITH+EXPERT+ADVICE Search PREDICTION+WITH+EXPERT+ADVICE
2 UNIVERSAL CODING 37 52% 4% 50 Search UNIVERSAL+CODING Search UNIVERSAL+CODING
3 INDIVIDUAL SEQUENCES 24 68% 2% 21 Search INDIVIDUAL+SEQUENCES Search INDIVIDUAL+SEQUENCES
4 UNIVERSAL PREDICTION 22 67% 2% 20 Search UNIVERSAL+PREDICTION Search UNIVERSAL+PREDICTION
5 MISTAKE BOUNDS 21 85% 1% 11 Search MISTAKE+BOUNDS Search MISTAKE+BOUNDS
6 UNIVERSAL COMPRESSION 19 80% 1% 12 Search UNIVERSAL+COMPRESSION Search UNIVERSAL+COMPRESSION
7 UNIVERSAL SOURCE CODING 16 58% 1% 18 Search UNIVERSAL+SOURCE+CODING Search UNIVERSAL+SOURCE+CODING
8 UNIVERSAL DATA COMPRESSION 14 64% 1% 14 Search UNIVERSAL+DATA+COMPRESSION Search UNIVERSAL+DATA+COMPRESSION
9 MINIMAX REDUNDANCY 11 69% 1% 9 Search MINIMAX+REDUNDANCY Search MINIMAX+REDUNDANCY
10 MINIMUM MESSAGE LENGTH 10 44% 1% 18 Search MINIMUM+MESSAGE+LENGTH Search MINIMUM+MESSAGE+LENGTH

Key Words Plus


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 INDIVIDUAL SEQUENCES 33 40% 5% 64
2 STOCHASTIC COMPLEXITY 26 33% 5% 63
3 RELATIVE LOSS BOUNDS 23 79% 1% 15
4 EXPERT ADVICE 22 46% 3% 36
5 LEMPEL ZIV ALGORITHM 21 69% 1% 18
6 UNIVERSAL PORTFOLIOS 19 71% 1% 15
7 UNIVERSAL PREDICTION 16 64% 1% 16
8 DATA COMPRESSION ALGORITHM 12 86% 0% 6
9 SEQUENTIAL PREDICTION 12 86% 0% 6
10 FIDELITY CRITERION 11 32% 2% 29

Journals

Reviews


Title Publ. year Cit. Active
references		 % act. ref.
to same field
Model selection and the principle of minimum description length 2001 233 44 39%
Universal prediction 1998 129 50 82%
Online Learning with (Multiple) Kernels: A Review 2013 5 35 37%
Accumulative prediction error and the selection of time series models 2006 25 64 33%
EVALUATION AND COMPARISON OF COMPUTATIONAL MODELS 2009 12 20 35%
Schwarz, Wallace, and Rissanen: Intertwining themes in theories of model selection 2001 60 49 37%
Universal artificial intelligence 2006 0 1 100%
Wide-coverage efficient statistical parsing with CCG and log-linear models 2007 32 9 11%
Model comparison methods 2004 21 15 27%
Lossy source coding 1998 56 67 25%

Address terms


Rank Address term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 GRP INFORMAT ELECT 15 82% 0.7% 9
2 COMP LEARNING 6 25% 1.5% 19
3 COMP PRINCIPLES 4 75% 0.2% 3
4 COMP LEARNING ROYAL HOLLOWAY 2 67% 0.2% 2
5 INF SCI TECH 1 100% 0.2% 2
6 SML 1 33% 0.2% 2
7 STOCHAST GRP 1 33% 0.2% 2
8 ADV CONCEPTS NANOTECHNOL ACN 1 50% 0.1% 1
9 AI COGNIT GRP 1 50% 0.1% 1
10 AIHARA COMPLEX MODELLING PROJECTMEGURO KU 1 50% 0.1% 1

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000130966 TEXT COMPRESSION//ARITHMETIC CODING//HUFFMAN CODES
2 0.0000128911 WORD REMOVAL//NORMALIZED COMPRESSION DISTANCE//COMPRESSION BASED DISTANCE
3 0.0000098936 GAME THEORETIC PROBABILITY//RATE OF WEAK CONVERGENCE//LOG LIKELIHOOD RATIO PROCESS
4 0.0000085154 SHANNON MCMILLAN THEOREM//BIFURCATING AUTOREGRESSIVE PROCESS//STRONG DEVIATION THEOREM
5 0.0000080214 DISTRIBUTED SOURCE CODING//MULTIPLE DESCRIPTION CODING//SLEPIAN WOLF THEOREM
6 0.0000069248 COEFFICIENT REGULARIZATION//SAMPLE COMPRESSION//LEARNING THEORY
7 0.0000069247 PHYSICAL LAYER SECURITY//WIRETAP CHANNEL//SECRECY CAPACITY
8 0.0000056005 STATISTICAL COMPLEXITY//SYMBOLIC DYNAMIC FILTERING//CHAOS BIOL GRP
9 0.0000051050 VARIABLE LENGTH CODES VLCS//VARIABLE LENGTH CODES//REVERSIBLE VARIABLE LENGTH CODES
10 0.0000049306 CHAINS WITH COMPLETE CONNECTIONS//CHAINS OF INFINITE ORDER//SCI PL RENNES