Index
A
A/B testing
Academic Medical Centers
ACF,see Auto-covariance function (ACF)
Activation Forward Propagation
Ad Exchange
Ad servers
Adaptive-response-rate single exponential smoothing (ARRSES)
Adipose tissue problem
AdjustedR 2
Advanced inventory models
Affordable Care Act (ACA)
Aggregate planning
Aila
Airbnb
Akaike information criterion (AIC)
Amazon
Amazon Go
Amazon Prime
Amazon S3 (Simple Storage Service)
Amazon Web Services (AWS)
AmazonDB
AMC,see Asset management company (AMC)
Anaconda
Analysis of variance (ANOVA)
ANN,see Artificial neural network (ANN)
Anscombe’s quartet
Apache OpenNLP
Apple
Apple Watch
Application programming interface (API)
Arbitrage-free drift
Arbitrage pricing theory (APT)
ARCH,see Auto-regressive conditional heteroscedasticity (ARCH) model
ARIMA,see Auto-regressive integrated moving average (ARIMA)
Arithmetic mean
ARMA,see Auto-regressive moving average (ARMA)
ARRSES,see Adaptive-response-rate single exponential smoothing (ARRSES)
Artificial intelligence (AI)
Artificial neural network (ANN)
ASSESSOR model
Asset management
Asset management company (AMC)
Asset price estimation
Assortment optimization
Assortment planning
Atlas of health and climate
Autocorrelation coefficient
Auto-covariance function (ACF)
Auto-encoders
Automated essay grading
Automatic Region Server failover
Auto-regressive conditional heteroscedasticity (ARCH) model
Auto-regressive integrated moving average (ARIMA)
Auto-regressive models
Auto-regressive moving average (ARMA)
Axioms of probability
Axis Bank
B
Babylon
Back propagation
Backward feature selection
Bagging
Bag-of-words
Bank for International Settlements
Banner advertisement
Basel Committee on Banking Supervision (BCBS)
Baseline hazard model
Basis
Bass model
Batch-wise gradient descent
Bayesian classifier
Bayesian estimation
Bayesian information criterion (BIC)
Bayes’ theorem
BCBS,see Basel Committee on Banking Supervision (BCBS)
BeautifulSoup
Bernard Madoff
Bernoulli distribution
Best subset regression
Best-worst conjoint
Bfonics
Bias-variance-trade off
BIC,see Bayesian information criterion (BIC)
Big data
Big data techniques
Binary hierarchical classifiers
Bivariate analysis
Bivariate distributions
Black and Scholes
Black-Box
Blended recommendations
Blending problem
Blippar
Bloomberg
Bluetooth beacons
Blue Yonder
Boosting
Bootstrap
Bootstrap aggregation
Bounding
Box plots
Box–Cox transformation
Branch-and-bound method
Branching
Brand specific conjoint
Brickstream
Brownian motion
C
Cancer
Capital asset pricing model (CAPM)
Cartesian coordinate system
Cassandra
Categorical features
Categorical response variable
Category management
Causation
Celect
Censoring
Center for Disease Control (CDC)
CentOS Linux
Central limit theorem
2 nd Central moment
Certainty assumption
CF,see Collaborative filtering (CF)
CGE,see Computable general equilibrium (CGE)
Chain ratio method
Chi-Square (χ 2 ) distribution
Choice analytics
Choice based conjoint
CISCO
Citibank
CIV,see Customer influence value (CIV)
Class label
Classification
plot
table
Classifier
Clickstream log
Cloud computing
Cloudera
Cluster analysis
CLV,see Customer lifetime value (CLV)
CNNs,see Convolutional neural networks (CNNs)
Coefficient of determination
COGS,see Cost of goods sold (COGS)
Cold start problem
Cole bombing suspects
Cole Haan
Collaborative filtering (CF)
Collinearity
Combinations
Commodity procurement
Common identifier
Comparison of two populations
Complement
Complementary slackness conditions of optimality
Complete enumeration
Completely randomized design (CRD)
Component capital
Computable general equilibrium (CGE)
Computer simulation
Concordant pairs
Conditional mean model
Conditional probabilities
Conditional variance
Conditional variance models
Confidence intervals
Conjoint analysis
Connected cows
Constant return to scale (CRS)
Consumer’s ratings
Continuous random variables
Contour plots
Control variables
Convex hull
Convexity constraint
Convolution layer (CONV)
Convolutional neural networks (CNNs)
Co-occurrence graphs (COG)
Cook’s distance
Copula functions
Correlation
Cosine similarity
Cost efficiency
Cost of goods sold (COGS)
Count data regression model
Covariance
Covariates
Cox and Snell R 2
Cox proportional hazard model
CRAN repository
CRD,see Completely randomized design (CRD)
CreditMetrics™
Crew scheduling
Cross domain recommendations
Cross-sectional data
Croston’s approach (CR)
CRS,see Constant return to scale (CRS)
CRV,see Customer referral value (CRV)
Cumulative distribution function (CDF)
Cumulative hazard
Curvilinear relationships
Custom/algorithmic attribution
Customer analytics
Customer identity
Customer influence value (CIV)
Customer lifetime value (CLV)
Customer referral value (CRV)
Customer retention
Customer satisfaction
Customer service
Cyclical
D
Damped exponential smoothing
Data collection
Data dimensions
Data driven marketing
Data envelopment analysis (DEA)
Data mining
Data relationships and graphs
Data warehousing
Database administrator (DBA)
Database management system (DBMS)
Data control language (DCL)
Data definition language (DDL)
Dataframes
Data manipulation language (DML)
DataNodes
DBA,see Database administrator (DBA)
DBMS,see Database management system (DBMS)
DBN,see Deep belief networks (DBN)
DCL,see Data control language (DCL)
DCO,see Dynamic creative optimization (DCO)
DDL,see Data definition language (DDL)
DEA,see Data envelopment analysis (DEA)
Decision boundary
Decision making under uncertainty
Decision-making units (DMUs)
Decision trees (DTs)
Decision variables
Deep belief networks (DBN)
Deep content based recommendations
Deep learning
Deep neural networks (DNNs)
Deep Q-network (DQN)
Degenerate
Degrees of freedom
Deletion diagnostics
Delphi method
Demand forecasting
Demand side platform (DSP)
Demand-side software (DSP)
Denoising auto-encoder (DA)
Dependent variable
Depth-first-search process
Depth-threshold
Derivative security
Descriptive classifiers
Descriptive statistics
Designed experiment
Deviance R 2
DFFITS
DHL
Dickey–Fuller test
Dictaphones
Digital attribution
Digital Diaries
Dimensionality
Dimensionality reduction
Discordant pairs
Discovery
Discrete event simulation (DES)
Discrete random variables
Discriminant analysis
Discriminative classifiers
Disjoint
Dispersion
Distributed computing
Distribution centers (DCs)
Divide and conquer
Divisibility assumption
DML,see Data manipulation language (DML)
DMUs,see Decision-making units (DMUs)
DNA
DNNs,see Deep neural networks (DNNs)
Document
Document classifier
Document-term matrix (DTM)
Dor
DQN,see Deep Q-network (DQN)
Dropbox referral program
Dual values
Dummy variables
Dynamic creative optimization (DCO)
E
EBay
E-commerce
Economies of scale
EDA,see Exploratory data analysis (EDA)
Efficiency model
Efficient market hypothesis (EMH)
EGARCH
Eigenvalues
Eigenvectors
Elliptical distribution
EMH,see Efficient market hypothesis (EMH)
Engagement ads
Engagement bias
Engagement matrix
Ensemble
Enthought Canopy
Entity integrity
Entropy
Epidemiology
ERP systems
Error back propagation
Estimates
Estimation
Estimation of parameters
Estimators
Euclid analytics
Euclidian distances
Eugene Fama
Excessive zeros
Exogeneity
Expectation-maximization (EM) algorithm
Expected value
Experiment
Experimental design
Explanatory variables
Exploratory data analysis (EDA)
Exponential smoothing
Exponomial choice (EC) model
Exposure variable
ExtenSim version 9.0
External data
Extreme point
F
Face detection
Facebook
Factor analysis
Factorial designs
Fama–French three-factor model
Fashion retailer
F distribution
Feature centric data scientists
Feature distributions
Feature engineering
Feature normalization
Feature selection
Feature space
Feature transformation
Federal Reserve Bank (Fed)
FedEx
Filter methods
Financial instrument
First interaction/first click attribution model
First normal form (1NF)
Fisher discriminant analysis
FitBit
Fit-for-purpose visualization
Flash
Flipkart
Flume
Footmarks
Ford
Forecast/prediction intervals
Forecasting
Forecasting intermittent demand
Foreign key
Forward feature selection
Forward method
Fourier transformations
Fraudulent claims detection
Full profile conjoint
Fully connected layers (FC)
Function
Functional magnetic resonance imaging
Fundamental theorem of asset pricing
Fundamental theorem of linear programming
G
Gaana
Gasoline consumption
Gaussian copulas
GE
Gender discrimination
Generalized autoregressive conditional heteroscedasticity (GARCH) model
Generalized linear models (GLM)
Generating random numbers
Generative adversarial networks
Generic conjoint
Geo-fencing
Geometric Brownian motion (GBM)
Ginni index
GJR
GLM,see Generalized linear models (GLM)
Goldman Sachs
Google
Google Adwords
Google Analytics
Google Big Query
Google Brain
Google Cloud Platform (GCP)
Google Compute Engine
Google Display Networks
Google DoubleClick
Google Maps
Google Prediction API
Google Traffic
Google Trends
Gradient descent
Graph processing
Graphics processing units (GPUs)
GraphX
Gumbel distribution
H
H1N1
Hadoop
Hadoop architecture
Hadoop distributed file system (HDFS)
Hadoop ecosystem–s81
Hadoop streaming
Harry Markowitz
Harvard
HARVEY
Hat matrix
Hazard ratio
HBase
HBO
HDFS,see Hadoop distributed file system (HDFS)
Healthcare operations
Heat maps
Hermitian matrix
Heterogeneous
Heteroscedasticity
Hive
Holdout data
Holt exponential smoothing (HES)
Holt’s method
Holt–Winters’ trend and seasonality method
Homogenous
Hortonworks
Hosmer and Lemeshow test
Human visual perception
Hurdle models
Hypothesis testing
I
IAAS,see Infrastructure as a service (IAAS)
IBM
IBM Watson
ICICI bank
IDC Manufacturing Insights
IDE,see Integrated development environment (IDE)
Ideal sample size
Image classification
ImageNet challenge
Imputation techniques
Incremental capital
Indentation
Independent events
Independent samples
Independent variables
Infeasible region implies
Inferential statistics
Influential observation
Information extraction
Infrastructure as a service (IAAS)
In-memory computing
Innovation analytics
Input features
Instagram
Instantaneous hazard
Insurance
Integer optimization
Integer programming
Integrated development environment (IDE)
Integrated distribution
Integrates R with Python
Interaction effect
Interactive mode
Interactive Python (IPython)
Internet of things (IoT)
Interpolation
Interpreted language
Intersection
Interval
Invariant features
Inventory management
Inventory optimization
Inventory turnover
IoT,see Internet of things (IOT)
IPad
IRIS dataset
Irregular/error components
Item-item collaborative filtering
J
JavaScript
Java virtual machine (JVM)
JioCinema
Joint probability density function
JPMorgan
K
Kafka
Kaplan–Meier estimates
Kate Spade
Kernel functions
Key performance indicators (KPIs)
Klarna
Kline
K -nearest neighbor classifier (k-NN)
Kohl’s
Kurtosis
L
Lagrange multiplier
Language processing
Language translation
Laplacian smoothing
Large-sample confidence intervals
Last AdWords click attribution model
Last interaction/last click attribution model
Last non-direct Click attribution model
Least absolute shrinkage and selection operator (LASSO) regression
Leverage values
LexisNexis
Likelihood ratio test
Linear attribution model
Linear discriminant analysis (LDA)
Linear inequalities
Linear optimization
Linear programming (LP)
formulation
Linear regression
Lines of business (LoB)
Linkedln
Linux
List-wise deletion
Location-based data capture
Location bias
Log odds
Logistic regression
Logistics planning
Log-logistic distribution
Long short-term memory (LSTM)
Lord & Taylor
Loyalty cards
LP formulation,see Linear programming (LP)
LSTM,see Long short-term memory (LSTM)
M
Machine learning (ML)
Machine translation
Macy’s
MANOVA
Map Advertisements
MapR
MapReduce
Market share forecasting
Markov chain
Master–Slave architecture
Matplotlib
Matrix factorization approaches
Mattel
Maximum likelihood estimate (MLE)
MBC,see Multimodal Bayesian classifier (MBC)
McFadden R2
Measure of central tendency
Measure of dispersion
Measures of purity
Measure the efficiency
Median
Mediation analysis
Medicinal value in a leaf
Memory-based recommendation engine
Mesos
Meta-rules of data visualization
Method of least squares
Microsoft
Microsoft Azure
Microsoft Cognitive Toolkit
Millennials demographic
MIN price
Missing data
Missing features
Mitigation strategy
Mixed integer optimization
Mixture-of-Gaussians (MoG)
ML,see Machine learning (ML)
MLE,see Maximum likelihood estimate (MLE)
MLPs,see Multi-layered perceptrons (MLPs)
MNIST data
MNL,see Multinomial logit (MNL)
Mobile advertising
Mobile auto-correct
Mode
Model centric data scientists
Model validation
Moderation
MoG,see Mixture-of-Gaussians (MoG)
Monte Carlo simulation
Mordor Intelligence
Morgan Stanley
Movie recommendation
Moving average (MA) methods
MR,see Multiple regression (MR)
Multi-layered perceptrons (MLPs)
Multimodal Bayesian classifier (MBC)
Multinomial logistic regression (MNL)
Multinomial logit (MNL)
Multiple regression (MR)
Multiple variance ratio test
Multivariate analysis
Multivariate Cauchy distribution
Multivariate exponential
Multivariate normal
Multivariate statistical analysis
Multivariate student t-distribution
MySQL
N
Nagelkerke R2
Naïve Bayes classifier
Naïve method (NF)
Named entity recognition (NER)
NameNode
Namespace
Natural language processing (NLP)
Natural language toolkit (NLTK)
Near field communication (NFC)
Negative binomial distribution
Negative binomial regression model
Neocognitron
NER,see Named entity recognition (NER)
Nested logit model
Netflix
Net present value (NPV)
Network
analytics
and influence diagrams
planning
Neural networks (NN)
New product
design
development
Newspaper Problem
News recommendation
Nextel
Next word prediction
NFC,see Near field communication (NFC)
NLP,see Natural language processing (NLP)
9/11
Nobel prize
Nominal
Non-linear analysis
Non-linear optimization
Non-negative matrix factorization
Nonparametric classifier
Nonparametric envelopment frontier
Nonparametric resampling procedures
Nonparametric tools
Non-random walk hypothesis
Non-sampling errors
Normal distribution
Normality
Normalization
NoSql database
NPV,see Net present value (NPV)
Null deviance
Null hypothesis
Numerical Python (NumPy)
O
Oak Labs
Objective function
Objective function coefficients
Object-oriented programming
Object recognition
Observational data
Observational equations
Occam’s razor
Odds ratio
Office365
Offset regressor
Offset variable
OLS,see Ordinary least square (OLS)
Omni-channel retail
One-tailed hypothesis test
Oozie
Open source
language
Operational efficiency
Operations research (OR)
Optical illusion
Optimality
Optimization
Ordinal
Ordinal logistic regression models
Ordinary least square (OLS)
ORION
Orthogonal GARCH
Orthogonality
Outliers
Output feature ratios
Over-defined
Overdispersion
Ozon.ru
P
PACF,see Partial autocorrelation function (PACF)
Paired-observation comparisons
Pairwise classifier
Pair-wise Deletion
Palisade DecisionTools Suite
Pandas
Parallel computing
Parameters
Parametric density function
Parametric methods
Parametric model(ing)
Partial autocorrelation function (PACF)
Partial profile conjoint
Partial regression coefficients
Parzen Window classifier (PWC)
PasS,see Platform as a Service (PasS)
PayPal
PayTM
PCA,see Principal components analysis (PCA)
PDF,see Probability density function (PDF)
Pearson’s correlation
Percentiles
Perceptron
algorithm
based classifiers
Perceptual Maps
PERCH
Performance analysis
Performance index (PI)
Permutations
Personalization
Personalized education
Pfizer
Physical simulation
Pig
Pig Latin
PIMCO
Platform as a Service (PasS)
Platform independent
PMF,see Probability mass function (PMF)
Point-forecast
Point-of-Sale (POS)
Poisson distribution
Poisson histogram
Poisson regression model
Poisson variance
Polytomous models
Ponzi
Pooling layers (POOL)
Popularity bias
Population
Population mean
Population proportion
Portfolio management
Portfolio selection
POS,see Point-of-Sale (POS)
Position based attribution model
Posterior probability
Power Curve
P-quants
Predictive analytics
Preference bias
Price and revenue optimization
Primal perceptive processes
Primary data
Primary key
Prime numbers
Principal components analysis (PCA)
Probability
Probability density function (PDF)
Probability distributions
Probability mass function (PMF)
Probit
Process map of clinic visit
Production function
Production planning
Product life cycle analysis
Profile based recommendation engine
Programmatic advertising
Programmatic display
Proportional hazard model
Proportionality assumption
Pruning
Pure regions
Purity-threshold
p-value
PWC,see Parzen Window classifier (PWC)
P-world
Python
Q
QDA,see Quadratic discriminant analysis (QDA)
Q-quants
QR codes,see Quick response (QR) codes
Quadratic discriminant analysis (QDA)
Quantitative finance
Quantitative supply chain analysis
Quartiles
Query length bias
Quick response (QR) codes
Q-world
R
R 2
Radio frequency identification (RFID)
Rakuten
Random forest
Random sample
Random variables
Random walk hypothesis
Rank based conjoint
Rating based conjoint
Ratio
Ratio features
RBI,see Reserve Bank of India (RBI)
RDBMS,see Relational data base management systems (RDBMS)
RDD,see Resilient Data Distribution (RDD)
Read–Eval–Print Loop (REPL)
Real time bidding (RTB)
Real-time decision making
Real-time location systems (RTLS)
Real time translation
Receiver operating characteristics (ROC) curve
Recency, frequency, monetary value (RFM) analysis
Recommendation for Cross-Sell
Recommendation for lifetime value
Recommendation for loyalty
Recommendation for Preventing Churn
Recommendation for Upsell
Recommendation paradigm
Recommendation score
Recommendation systems
Rectified linear units layer (RELU)
Recurrent neural networks (RNNs)
RedHat Linux
Redshift
Referential integrity
Regressand
Regression
analysis
models
paradigm
Regressors
Regularization
Reinforcement learning
Relational data base management systems (RDBMS)
Reliability
RELU,see Rectified linear units layer (RELU)
Reserve Bank of India (RBI)
Residual(s)
deviance
plots
Resilient Data Distribution (RDD)
Response variable
Restricted Boltzmann machines (RBM)
Retail analytics
RetailNext
Retrieval paradigm
RFID,see Radio frequency identification (RFID)
RFM analysis,see Recency, frequency, monetary value (RFM) analysis
Ridge regression
Right defaults
@Risk
Risk aggregation
Risk-averse
Risk management
RiskMetrics™
Risk-neutral world
Rite Aid
RNNs,see Recurrent neural networks (RNNs)
ROC curve,see Receiver operating characteristics (ROC) curve
Ronald Fisher
RPy
RStudio
RTB,see Real time bidding (RTB)
Rudyard Kipling
Rue La La
Rule-based classifiers
S
Saavn
Sales analytics
Salesforce
Samarthan
Sample
distributions
error
estimates
mean
proportion
size determination
space
statistic
survey
Samsung
SAP HANA
Satellite imagery
Saturated model
SBA,see Syntetos and Boylan approximation (SBA)
Scale effects
Scatter Plots
Scikits
SciPy
Scoring throughput
Scree plot
Scripts mode
Search engine optimization (SEO)
Search methods
Seasonal
Seasonal and cyclical adjustment
SEBI,see Securities and Exchange Board of India (SEBI)
Secondary data
Second normal form (2NF)
Securities and Exchange Board of India (SEBI)
Securities and Exchange Commission (SEC)
Seed
Segmentation
Selfie walls
Semantic feature
Semi-structured data
Sensitivity
Sensitivity analysis
Sentiment analysis
Sequential processing
Serendipity
Service level optimization
SES,see Simple exponential smoothing (SES)
Set theory
SFA,see Stochastic frontier analysis (SFA)
Shadow prices
Shakespeare
Shapiro Wilk test
Shared-nothing architecture
Shelfbucks
Shiny
Shipping cost rate
Signal-to-noise-ratio
Simple exponential smoothing (SES)
Simple linear regression model
Simplex algorithm
Simulation
Single regressor
Singular value decomposition (SVD)
Size-threshold
Skewness
Sklar’s theorem
Sku IQ
Slack variables
Sliding motion
Smoothing
Social bias
Social graph
Software as a Service (SaaS)
Solution space
Song recommendation
Spark
Spark ecosystem
SPARK MLib
SPARK SQL
SPARK Streaming
Specificity
Speech recognition
Speech tagger
Spell checkers
Spotify
Sprint
SQL,see Structured query language (SQL)
Sqoop
Standalone capital
Standard conjoint
Standard error
Standard normal distribution
Stationarity
Stationary
Statistical sampling
Statsmodels
Stem-word
Stephen Ross
Stepwise method
Stepwise regression
Stitch Fix
Stochastic frontier analysis (SFA)
Stochastic gradient descent
Stress test(ing)
Structural equation modeling (SEM)
Structured data
Structured query language (SQL)
Subjective-bias
Subset selection problem
Supervised learning
Supply chain disruption
Supply chain management
Supply side platform (SSP)
Support vector machines (SVM)
Survival analysis
Survival curve
Survival distribution
SVD,see Singular value decomposition (SVD)
SVM,see Support vector machines (SVM)
Swachha Bharat (clean India) program
Swasthya Slate
Syntetos and Boylan approximation (SBA)
System thinking
T
Tableau
Target
Tata Motors
TCL,see Traction control language (TCL)
t distribution
Teaching content recommendations
Tech bubble burst
Telemedicine
Tensor product representation (TPR)
Teradata
Term-document matrix (TDM)
Term Frequency—-Inverse Document Frequency (TFIDF)
Testing of hypotheses
Tests of significance
Text analytics
Text corpus
Theta model
Third industrial revolution
Third normal form (3NF)
Thomson Reuters
Threshold persistence (TP)
Timberland
Time Decay Attribution Model
Time-series
Times Inc
Time-to-event
Time to recovery (TTR)
Tobin’s separation theorem
Tobit
Tokenization
Topic mining
Traction control language (TCL)
Trade-off analysis
Trend
Trilateration
Trimmed means
TripAdvisor
Twitter
Two-fund theorem
Two-level factorial designs
Type I error
Type II error
U
Uber
Unbalanced
Unbounded feasible region
Uncertainty modeling
Unconstrained optimization
Unidimensional objects
Unimodal Bayesian classifier (UBC)
Union
Unit root
Univariate analysis
Universal set
University of California, Berkeley’s AMP Lab
Unpunctuality
Unstructured data
Unsupervised learning
UPS
Urban Outfitters
User–user collaborative filtering
V
Validation
Valuation
Value at Risk (VaR)
VaR,see Value at Risk (VaR)
Variable return to scale (VRS)
Variance
Variance decomposition proportions (VP)
Variance inflation factors(VIF)
Variation between samples
Variation within samples
Variety
VASTA
Vector auto regression (VAR) models
Velocity
Velocity feature
Veracity
Verizon
Video
analytics
captioning
search
surveillance
VIF,see Variance inflation factors(VIF)
Virtual machine (VM)
Virtual mirror
Virtual Physiological Human Institute
Vistaprint
Visual cortex system
VM,see Virtual machine (VM)
Volume
VRS,see Variable return to scale (VRS)
W
Wage balance problem
Wald’s test
Wallpaper advertisements
WalMart
WarbyParker.com
Wavelet transformations
Wearable technologies
Web scraping
Website development
Weibull distribution
Whole numbers
Wikipedia
Winsorized means
Wordcloud
WordNet
Word2vec
Workflow based recommendations
Workforce optimization
Work units
World Health Organization
World War II
Wrapper methods
Write-once Read-many (WORM)
X
XGBoost
Y
Yale
Yet Another Resource Negotiator (YARN)
Yield to maturity
Youden’s Index
YouTube
Z
Zero-coupon bond
Zero-inflated models
Zero inflated Poisson (ZIP) and zero inflated negative binomial (ZINB) Models
Zomato