Class information for:
Level 1: MODULATION CLASSIFICATION//DIGITAL MODULATION CLASSIFICATION//NONSTOCHASTIC APPROACH

Basic class information

ID Publications Average number
of references
Avg. shr. active
ref. in WoS
18130 502 22.3 41%



Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)



ID, lev.
above
Publications Label for level above
104 24509 IEEE TRANSACTIONS ON COMMUNICATIONS//MULTIUSER DETECTION//CHANNEL ESTIMATION

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 MODULATION CLASSIFICATION Author keyword 18 38% 7% 37
2 DIGITAL MODULATION CLASSIFICATION Author keyword 9 83% 1% 5
3 NONSTOCHASTIC APPROACH Author keyword 9 83% 1% 5
4 AUTOMATIC MODULATION CLASSIFICATION Author keyword 8 42% 3% 15
5 PERIODICALLY CORRELATED SEQUENCE Author keyword 8 100% 1% 5
6 CYCLOSTATIONARITY Author keyword 6 14% 8% 39
7 FRACTION OF TIME PROBABILITY Author keyword 6 100% 1% 4
8 GENERALIZED ALMOST CYCLOSTATIONARY SIGNALS Author keyword 6 100% 1% 4
9 PERIODICALLY CORRELATED RANDOM PROCESSES Author keyword 4 67% 1% 4
10 MODULATION RECOGNITION Author keyword 4 21% 3% 17

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 MODULATION CLASSIFICATION 18 38% 7% 37 Search MODULATION+CLASSIFICATION Search MODULATION+CLASSIFICATION
2 DIGITAL MODULATION CLASSIFICATION 9 83% 1% 5 Search DIGITAL+MODULATION+CLASSIFICATION Search DIGITAL+MODULATION+CLASSIFICATION
3 NONSTOCHASTIC APPROACH 9 83% 1% 5 Search NONSTOCHASTIC+APPROACH Search NONSTOCHASTIC+APPROACH
4 AUTOMATIC MODULATION CLASSIFICATION 8 42% 3% 15 Search AUTOMATIC+MODULATION+CLASSIFICATION Search AUTOMATIC+MODULATION+CLASSIFICATION
5 PERIODICALLY CORRELATED SEQUENCE 8 100% 1% 5 Search PERIODICALLY+CORRELATED+SEQUENCE Search PERIODICALLY+CORRELATED+SEQUENCE
6 CYCLOSTATIONARITY 6 14% 8% 39 Search CYCLOSTATIONARITY Search CYCLOSTATIONARITY
7 FRACTION OF TIME PROBABILITY 6 100% 1% 4 Search FRACTION+OF+TIME+PROBABILITY Search FRACTION+OF+TIME+PROBABILITY
8 GENERALIZED ALMOST CYCLOSTATIONARY SIGNALS 6 100% 1% 4 Search GENERALIZED+ALMOST+CYCLOSTATIONARY+SIGNALS Search GENERALIZED+ALMOST+CYCLOSTATIONARY+SIGNALS
9 PERIODICALLY CORRELATED RANDOM PROCESSES 4 67% 1% 4 Search PERIODICALLY+CORRELATED+RANDOM+PROCESSES Search PERIODICALLY+CORRELATED+RANDOM+PROCESSES
10 MODULATION RECOGNITION 4 21% 3% 17 Search MODULATION+RECOGNITION Search MODULATION+RECOGNITION

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 CUMULANT THEORY 15 50% 4% 22
2 PERIODICALLY CORRELATED PROCESSES 13 71% 2% 10
3 MODULATION RECOGNITION 9 50% 3% 13
4 2ND ORDER CYCLOSTATIONARITY 9 83% 1% 5
5 MODULATION CLASSIFICATION 8 34% 4% 20
6 TIME VARIANT TRANSFORMATIONS 6 71% 1% 5
7 KTH ORDER 3 39% 1% 7
8 CYCLIC CUMULANTS 3 100% 1% 3
9 HIGHER ORDER CYCLOSTATIONARITY 3 100% 1% 3
10 CYCLOSTATIONARY TIME SERIES 3 37% 1% 7

Journals

Reviews



Title Publ. year Cit. Active references % act. ref.
to same field
Survey of automatic modulation classification techniques: classical approaches and new trends 2007 213 25 88%
Likelihood-Ratio Approaches to Automatic Modulation Classification 2011 17 18 89%
Cyclostationarity: Half a century of research 2006 218 336 32%
Automatic Modulation Classification for Cognitive Radios Using Cyclic Feature Detection 2009 34 27 63%
THE CUMULANT THEORY OF CYCLOSTATIONARY TIME-SERIES .1. FOUNDATION 1994 140 25 32%
Generalized almost-cyclostationary signals 2005 5 29 76%

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 AMSRL IS TA 1 50% 0.2% 1
2 COMPUTAT NEUROENGN CNEL 1 50% 0.2% 1
3 DIPARTIMENTO INGN ELETT TELECOMMUN 1 50% 0.2% 1
4 EGYPTIAN SPACE PROGRAM 1 50% 0.2% 1
5 IND DESIGN INFORMAT ENGN 1 50% 0.2% 1
6 SIGNAL PROC L S 1 50% 0.2% 1
7 STC CHAIR 1 50% 0.2% 1
8 SERCOM 0 33% 0.2% 1
9 CNRS UMR 3192 0 25% 0.2% 1
10 FRE 3167 0 25% 0.2% 1

Related classes at same level (level 1)



Rank Relatedness score Related classes
1 0.0000175218 SYNTHETIC FLOOD WAVE//PERIODIC AUTOCOVARIANCES//PARMA MODEL
2 0.0000154465 REAL SINUSOID//SINGLE SINUSOID//SYMBOL TIMING RECOVERY
3 0.0000150965 EMITTER CLASSIFICATION//INSTANTANEOUS DYNAMIC RANGE IDR//A POSTERIORI PROCESSING
4 0.0000110489 COMPLEX VALUED NEURAL NETWORKS//IMPROPER COMPLEX RANDOM VECTOR//IMPROPERNESS
5 0.0000099212 BISPECTRUM//THIRD ORDER CUMULANTS//FIR SYSTEM IDENTIFICATION
6 0.0000089422 LOCALLY STATIONARY PROCESSES//LOCAL STATIONARITY//LOCALLY STATIONARY PROCESS
7 0.0000083221 COGNITIVE RADIO//SPECTRUM SENSING//COGNITIVE RADIO NETWORKS
8 0.0000082478 IMPULSIVE NOISE//AMPLITUDE PROBABILITY DISTRIBUTION APD//LOCALLY OPTIMUM DETECTION
9 0.0000079285 COMP SCI CONTROL SYST//TRANSMITTER TROUBLESHOOTING//RADIO FREQUENCY RF MEASUREMENTS
10 0.0000075771 ULTRASONIC MODEM//COMP SCI SECUR SCI//DR GPS