scispace - formally typeset
Journal ArticleDOI

Recognition of online handwritten mathematical expressions

Utpal Garain, +1 more
- Vol. 34, Iss: 6, pp 2366-2376
TLDR
This paper aims at automatic understanding of online handwritten mathematical expressions (MEs) written on an electronic tablet using a context-free grammar to convert the input expressions into their corresponding T/sub E/X strings which are subsequently converted into MathML format.
Abstract
This paper aims at automatic understanding of online handwritten mathematical expressions (MEs) written on an electronic tablet. The proposed technique involves two major stages: symbol recognition and structural analysis. Combination of two different classifiers have been used to achieve high accuracy for the recognition of symbols. Several online and offline features are used in the structural analysis phase to identify the spatial relationships among symbols. A context-free grammar has been designed to convert the input expressions into their corresponding T/sub E/X strings which are subsequently converted into MathML format. Contextual information has been used to correct several structure interpretation errors. A new method for evaluating performance of the proposed system has been formulated. Experiments on a dataset of considerable size strongly support the feasibility of the proposed system.

read more

Citations
More filters
Journal ArticleDOI

Recognition and retrieval of mathematical expressions

TL;DR: This paper surveys the state of the art in recognition and retrieval of mathematical expressions, organized around four key problems in math retrieval (query construction, normalization, indexing, and relevance feedback), and four key problem in math recognition (detecting expressions, detecting and classifying symbols, analyzing symbol layout, and constructing a representation of meaning).
Journal ArticleDOI

Recognition of on-line handwritten mathematical expressions using 2D stochastic context-free grammars and hidden Markov models

TL;DR: In this article, a formal model for the recognition of on-line handwritten mathematical expressions using 2D stochastic context-free grammars and hidden Markov models is described.
Proceedings ArticleDOI

ICFHR 2014 Competition on Recognition of On-line Handwritten Mathematical Expressions (CROHME 2014)

TL;DR: The outcome of the latest edition of the CROHME competition, dedicated to on-line handwritten mathematical expression recognition, features two new tasks, one dedicated to isolated symbol recognition including a reject option for invalid symbol hypotheses, and the second concerns recognizing expressions that contain matrices.
Journal ArticleDOI

A new approach for recognizing handwritten mathematics using relational grammars and fuzzy sets

TL;DR: A fast, incremental parsing algorithm is developed, motivated by the two-dimensional structure of written mathematics, and a correction mechanism is developed that allows users to navigate parse results and choose the correct interpretation in case of recognition errors or ambiguity.
Journal ArticleDOI

A global learning approach for an online handwritten mathematical expression recognition system

TL;DR: This paper presents an online handwritten mathematics expression recognition system that handles mathematical expression recognition as a simultaneous optimization of expression segmentation, symbol recognition, and 2D structure recognition under the restriction of a mathematical expression grammar.
References
More filters
Journal ArticleDOI

The viterbi algorithm

TL;DR: This paper gives a tutorial exposition of the Viterbi algorithm and of how it is implemented and analyzed, and increasing use of the algorithm in a widening variety of areas is foreseen.
Journal ArticleDOI

An introduction to hidden Markov models

TL;DR: The purpose of this tutorial paper is to give an introduction to the theory of Markov models, and to illustrate how they have been applied to problems in speech recognition.
Book

analysis of binary data

David Cox, +1 more
TL;DR: Binary response variables special logistical analyses some complications some related approaches more complex responses.
Book

The theory of committees and elections

Duncan Black
TL;DR: In this paper, Dodgson's Third Pamphlet 'A Method...' (1876) was used to discuss the Elasticity of Committee Decisions with an Altering Size of Majority.
Related Papers (5)