Factored state-abstract hidden Markov models for activity recognition using pervasive multi-modal sensors

QR Code

Factored state-abstract hidden Markov models for activity recognition using pervasive multi-modal sensors

Current probabilistic models for activity recognition do not incorporate much sensory input data due to the problem of state space explosion. In this paper, we propose a model for activity recognition, called the Factored State-Abtract Hidden Markov Model (FS-AHMM) to allow us to integrate many sens...

Full description

Bibliographic Details
Main Authors:	Tran, Dung, Phung, Dinh, Bui, H.H., Venkatesh, Svetha
Other Authors:	M Palaniswami
Format:	Conference Paper
Published:	IEEE Computer Society Press 2005
Online Access:	http://hdl.handle.net/20.500.11937/11457

Similar Items

A probabilistic model with parsinomious representation for sensor fusion in recognizing activity in pervasive environment
by: Tran, Dung, et al.
Published: (2006)

Human Behavior Recognition with Generic Exponential Family Duration Modeling in the Hidden Semi-Markov Model
by: Duong, Thi, et al.
Published: (2006)

Activity recognition and abnormality detection with the switching hidden semi-Markov model
by: Duong, Thi, et al.
Published: (2005)

Topic transition detection using hierarchical hidden Markov and semi-Markov models
by: Phung, Dinh, et al.
Published: (2005)

The hidden permutation model and location-based activity recognition
by: Bui, H.H., et al.
Published: (2008)

AdaBoost.MRF: Boosted Markov Random Forests and Application to Multilevel Activity Recognition
by: Truyen, Tran, et al.
Published: (2006)

Learning and detecting activities from movement trajectories using the hierarchical hidden Markov model
by: Nguyen, Nam, et al.
Published: (2005)

Hierarchical semi-markov conditional random fields for recursive sequential data
by: Tran, Truyen, et al.
Published: (2008)

MCMC for Hierarchical Semi-Markov Conditional Random fields
by: Truyen, Tran, et al.
Published: (2009)

Learning discriminative sequence models from partially labelled data for activity recognition
by: Tran, Truyen, et al.
Published: (2008)

Speaker recognition based on Hidden Markov Model
by: Shaikh Salleh, Sheikh Hussain, et al.
Published: (2000)

Pervasive Multimedia for Autism Intervention
by: Venkatesh, Svetha, et al.
Published: (2012)

Efficient duration and hierarchical modeling for human activity recognition
by: Duong, Thi, et al.
Published: (2009)

Calibration of Audio-Video Sensors for Multi-Modal Event Indexing
by: Kϋhnapfel, Thorsten, et al.
Published: (2007)

English digits speech recognition system based on Hidden Markov Models
by: Abushariah, Ahmad A. M., et al.
Published: (2010)

English digits speech recognition system based on hidden Markov Models
by: Gunawan, Teddy Surya, et al.
Published: (2011)

Hidden Markov models: an insight
by: Mohd Yusoff, Mohd Izhan, et al.
Published: (2014)

Computable social patterns from sparse sensor data
by: Phung, Dinh, et al.
Published: (2008)

An approach to activity recognition using multiple sensors
by: Tran, Tien Dung
Published: (2006)

Offline handwriting recognition using Artificial Neural Network and Hidden Markov Model
by: Tay, Yong Haur
Published: (2002)

Malay continuous speech recognition using continuous density hidden Markov model
by: Ting, Chee Ming
Published: (2007)

Forward-Backward smoothing for hidden markov models of point pattern data
by: Dam, N., et al.
Published: (2018)

Hand gesture recognition using hidden markov models: a review on techniques and approaches
by: Mohd. Salleh, Noor Saliza, et al.
Published: (2006)

A framework for the design of privacy preserving pervasive health care
by: Moncrieff, Simon, et al.
Published: (2009)

Tree-based iterated local search for Markov random fields with applications in image analysis
by: Tran, The Truyen, et al.
Published: (2014)

Mixed-Variate Restricted Boltzmann Machines
by: Tran, Truyen, et al.
Published: (2011)

Constrained sequence classification for lexical disambiguation
by: Tran, Truyen, et al.
Published: (2008)

Probabilistic models over ordered partitions with applications in document ranking and collaborative filtering
by: Tran, Truyen, et al.
Published: (2011)

Pervasive IOT: auto calibration in light sensor using embedded activity recognition
by: Neow, Zhi Chin
Published: (2021)

Hidden Markov model for human to computer interaction: A study on human hand gesture recognition
by: Bilal, Sara Mohammed Osman Saleh, et al.
Published: (2013)

Human posture recognition in video sequence using Pseudo 2-D Hidden Markov Models
by: Lim, A., et al.
Published: (2004)

A hybrid approach of hidden Markov model and fuzzy logic for isolated handwritten characters recognition
by: Suliman, Azizah
Published: (2011)

Disease surveillance using a hidden Markov model
by: Watkins, Rochelle, et al.
Published: (2009)

Recognising behaviours of multiple people with hierarchical probabilistic model and statistical data association
by: Nguyen, Nam, et al.
Published: (2006)

Natural speaker-independent Arabic speech recognition system based on Hidden Markov Models using Sphinx tools
by: Abushariah, Mohammad A. M., et al.
Published: (2010)

Multi-modal abnormality detection in video with unknown data segmentation
by: Nguyen, T., et al.
Published: (2012)

Multi-modal emotive computing in a smart house environment
by: Moncrieff, Simon, et al.
Published: (2007)

Revealing Distinct Neural Signatures in Magnetoencephalography with Hidden Markov Models
by: Seedat, Zelekha Abid
Published: (2022)

Short review on metamorphic malware detection in Hidden Markov Models
by: Yeong, T. Ling, et al.
Published: (2017)

Speech Signal Endpoint Detection Using Hidden Markov Models
by: Ahmed, M. Masroor, et al.
Published: (2006)