PERHAPS A GIFT VOUCHER FOR MUM?: MOTHER'S DAY

Close Notification

Your cart does not contain any items

Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video by Olga Isupova at Abbey's Bookshop,
Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video
— —
Olga Isupova

Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video

Olga Isupova

$260.95   $208.95

Hardback

Not in-store but you can order this
How long will it take?
English
Springer International Publishing AG
06 March 2018
Electronics engineering; Artificial intelligence; Computer vision; Signal processing
Series: Springer Theses
This thesis proposes machine learning methods for understanding scenes via behaviour analysis and online anomaly detection in video. The book introduces novel Bayesian topic models for detection of events that are different from typical activities and a novel framework for change point detection for identifying sudden behavioural changes.

Behaviour analysis and anomaly detection are key components of intelligent vision systems. Anomaly detection can be considered from two perspectives: abnormal events can be defined as those that violate typical activities or as a sudden change in behaviour. Topic modelling and change-point detection methodologies, respectively, are employed to achieve these objectives.

The thesis starts with the development of learning algorithms for a dynamic topic model, which extract topics that represent typical activities of a scene. These typical activities are used in a normality measure in anomaly detection decision-making. The book also proposes anovel anomaly localisation procedure.

In the first topic model presented, a number of topics should be specified in advance. A novel dynamic nonparametric hierarchical Dirichlet process topic model is then developed where the number of topics is determined from data. Batch and online inference algorithms are developed.

The latter part of the thesis considers behaviour analysis and anomaly detection within the change-point detection methodology. A novel general framework for change-point detection is introduced. Gaussian process time series data is considered. Statistical hypothesis tests are proposed for both offline and online data processing and multiple change point detection are proposed and theoretical properties of the tests are derived.

The thesis is accompanied by open-source toolboxes that can be used by researchers and engineers.
By:  
Imprint:   Springer International Publishing AG
Country of Publication:   Switzerland
Edition:   1st ed. 2018
Dimensions:   Height: 235mm,  Width: 155mm, 
Weight:   454g
ISBN:   9783319755076
ISBN 10:   3319755072
Series:   Springer Theses
Pages:   126
Publication Date:  
Audience:   Professional and scholarly ,  Undergraduate
Format:   Hardback
Publisher's Status:   Active

See Also

Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video

Le projet Armaruss

Faire de l'État d'Israël le centre...

Antoine de Boston

Paperback

$51.95  $44.02

Not in-store but you can order this

ADD +
Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video

AI-Driven Crypto Investing

Strategies for Maximizing Rewards...

Herman Strange

Paperback

$21.95  $19.79

Not in-store but you can order this

ADD +
Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video

The Sensorium of the Drone and Communities...

Kathrin Maurer

Paperback

$110 

Not in-store but you can order this

ADD +
Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video

Neural Network Programming

How To Create Modern AI Systems...

Rob Botwright

Paperback

$91.95  $78.01

Not in-store but you can order this

ADD +
Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video

Machine Learning Applications

From Computer Vision to Robotics...

Indranath Chatterjee (Tongmyong...

Hardback

$215.95 

Not in-store but you can order this

ADD +
Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video

Intelligent Network Video

Understanding Modern Video Surveillance...

Fredrik Nilsson

Hardback

$124 

Not in-store but you can order this

ADD +