NDLI: Detecting driver inattention in the absence of driver monitoring sensors

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Unsupervised machine learning and cognitive systems in learning user state for context-aware computing

Data mining for security applications

Identifying word boundaries in handwrittem text

LASSO: a learning architecture for semantic web ontologies

A naiive bayes learning based website reconfiguration system

A minimum classification error (MCE) framework for generalized linear classifier in machine learning for text categorization/retrieval

Multi-dimensional sequential web mining by utilizing fuzzy interferencing

Two new regularized AdaBoost algorithms

A Bayesian technique for task localization in multiple goal Markov decision processes

Matching an opponent's performance in a real-time, dynamic environment

Satisficing Q-learning: efficient learning in problems with dichotomous attributes

Learning hidden Markov models from the state distribution oracle

Decision-tree learning in dwell point policies in autonomous vehicle storage and retrieval systems (AVSRS)

Mobile data mining for radio resource management in wireless mobile networks

A new cluster-based feature extraction method for surface defect detection

Solving an inverse partial differential equation for a two dimensional heat conduction problem with oscillating boundary conditions using an artificial immune system

Feature fusion and degradation using self-organizing map

A game theory approach to pairwise classification with support vector machines

Multiple instance learning using simple classifiers

Sparse representations and performances in support vector machines

Scoring systems, classifiers, default probabilities, and kernel methods

Income prediction via support vector machine

Creating an SVM to play strong poker

Time-based multi-layer perceptron for novelty detection in sensor networks

Similarity search in time series databases using moments

Induction of expressive music performance models

A new landmarker generation algorithm based on correlativity

An adaptive approach for assisting in the recovery from spatial disorientation

Agnostic learning of general geometric patterns and multi-instance learning in R/sup d/

Effective dynamic sample selection algorithm

Emergent representations and reasoning in adaptive agents

Obstacle avoidance using image flow in an RT-Linux environment in a PC-104 platform

Detecting driver inattention in the absence of driver monitoring sensors

Evolution of a P/N fuzzy obstacle avoidance controller for an autonomous robot

Autonomous navigation using neural networks

Reducing complexity of rule based models via meta mining

RAIN: data clustering using randomized interactions between data points

An extensible service oriented distributed data mining framework

EMPRR: a high-dimensional EM-based peicewise regression algorithm

Exploring classification heterogeneity with IPA

PolyCluster: an interactive visualization approach to construct classification rules

Enhanced ICA mixture model for image segmentation

Bayesian estimation and classification with incomplete data using mixture models

Planning with predictive state representations

Using association rules without understanding their underlying causality reduces their decision value

Mining interesting contrast rules for a web-based educational system

Mining frequent closed itemsets for large data

A comparative study among three algorithms for frequent pattern generation

On the complexity of two frequent set generation algorithms

Impact of missing data in training artificial neural networks for computer-aided diagnosis

Intelligent control for drug delivery in management of renal anemia

Prediction of dynamic forces on lumbar joint using a recurrent neural network model

Data mining application for predictive learning from visiting nurse association data

Supervised relevance neural gas and unified maximum separability analysis for classification of mass spectrometric data

Efficient retrieval of electron density patterns for modeling proteins by X-ray crystallography

Substitution matrix based kernel functions for protein secondary structure prediction

Medical image classfication using an efficient data mining technique

A "virtual student" leads to the possibility of optimiser agents in an ITS

Authoritative citation KNN learning in multiple-instance problems

A tutorial search engine based on Bayesian learning

Case-based learning mechanisms to deliver learning materials

Coping with partially corrupted data

Outlier detection and evaluation by network flow

Data augmentation for linearly separable feature space

Variable resolution discretization in the joint space

A new discrete binary particle swarm optimization based on learning automata

Implementation of PGAs in conjunction with fuzzy algorithm

Improving performance of nearest neighborhood classifier using genetic programming

Improving quality of interference in multilevel secure knowledge-based systems

Detecting driver inattention in the absence of driver monitoring sensors

Content Provider	IEEE Xplore Digital Library
Author	Torkkola, K. Massey, N. Wood, C.
Copyright Year	2004
Abstract	A classifier was trained to detect driver inattention using output from typical sensors available on modern vehicles equipped with a Collision Avoidance System (CAS). A driving simulator was used to collect driver and vehicle data from ten subjects during normal driving periods and during periods where drivers looked away from their forward view as they turned their head to look at a detailed image in their blindspot. This data was used to train a 2-state (attentive, inattentive) and 3-state (attentive, inattentive left, inattentive right) classifier. Monitoring of driver attention is typically performed by in-vehicle cameras or specialized sensors but we were able to use simulated CAS sensor output to detect over 80% of driver inattention time segments in the absence of driver monitoring sensors.
Starting Page	220
Ending Page	226
File Size	220415
Page Count	7
File Format	PDF
ISBN	0780388232
DOI	10.1109/ICMLA.2004.1383517
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2004-12-16
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Content addressable storage Cellular phones Vehicle detection Vehicle driving Cameras Sensor systems Collision avoidance Monitoring Intelligent sensors Driver circuits
Content Type	Text
Resource Type	Article

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