DocumentCode
3136356
Title
A Neural Scheme for Procedural Motor Learning of Handwriting
Author
Senatore, Roberto ; Marcelli, Angelo
Author_Institution
DIEII, Univ. of Salerno, Salerno, Italy
fYear
2012
fDate
18-20 Sept. 2012
Firstpage
659
Lastpage
664
Abstract
Handwriting analysis, which requires the detection and examination of distinctive features within the ink traces representing the words, provides a valuable help in several research´s fields. In medical field, handwriting analysis provides an useful complement to other clinical investigations in diagnosing many movement disorders, such as Parkinson´s disease. In forensics, the examination of particular characteristics of the ink trace allows the expert to evaluate the authenticity of an handwritten text. Handwriting recognition, which allows to optimize the handling of manuscript documents, requires the detection of distinguishing features for interpreting the characters the ink trace represents. Since any phenomenon can be better understood and analyzed when the generative process is known, investigating the process that underlies handwriting might give some guidelines for handwriting analysis. In this respect, we propose a neural scheme, envisaging that performing complex motor sequences, such as handwriting, requires the interaction among the Cortex, Basal Ganglia and Cerebellum.
Keywords
character recognition; document handling; feature extraction; handwriting recognition; image representation; learning (artificial intelligence); clinical investigations; complex motor sequences; distinctive feature detection; distinctive feature examination; forensics; generative process; handwriting analysis; handwriting recognition; handwritten text authentication; ink trace characteristics; ink trace word representation; manuscript document handling; medical field; neural scheme; procedural handwriting motor learning; Basal ganglia; Brain models; Ink; Trajectory; Visualization; Writing; computational model; handwriting generation; motor control;
fLanguage
English
Publisher
ieee
Conference_Titel
Frontiers in Handwriting Recognition (ICFHR), 2012 International Conference on
Conference_Location
Bari
Print_ISBN
978-1-4673-2262-1
Type
conf
DOI
10.1109/ICFHR.2012.160
Filename
6424471
Link To Document