Suppose i have trained my classifier and i want to find the right sense of a word in a sentence. One feature people use is called collocation where you consider words to the left/right of the confusing word and position is important . I am curious why this approach works? What information does considering collocations give us that helps us in text classification? Moreover, why is the position important
Collocations in text classification
1.1k Views Asked by Programmer At
1
There are 1 best solutions below
Related Questions in ALGORITHM
- Two different numbers in an array which their sum equals to a given value
- Given two arrays of positive numbers, re-arrange them to form a resulting array, resulting array contains the elements in the same given sequence
- Time complexity of the algorithm?
- Find a MST in O(V+E) Time in a Graph
- Why k and l for LSH used for approximate nearest neighbours?
- How to count the number of ways of choosing of k equal substrings from a List L(the list of All Substrings)
- Issues with reversing the linkedlist
- Finding first non-repeating number in integer array
- Finding average of an array
- How to check for duplicates with less time in a list over 9000 elements by python
- How to pick a number based on probability?
- Insertion Sort help in javascript -- Khan Academy
- Developing a Checkers (Draughts) engine, how to begin?
- Can Bellman-Ford algorithm be used to find shorthest path on a graph with only positive edges?
- What is the function for the KMP Failure Algorithm?
Related Questions in NLP
- command line parameter in word2vec
- Annotator dependencies: UIMA Type Capabilities?
- term frequency over time: how to plot +200 graphs in one plot with Python/pandas/matplotlib?
- Stanford Entity Recognizer (caseless) in Python Nltk
- How to interpret scikit's learn confusion matrix and classification report?
- Detect (predefined) topics in natural text
- Amazon Machine Learning for sentiment analysis
- How to Train an Input File containing lines of text in NLTK Python
- What exactly is the difference between AnalysisEngine and CAS Consumer?
- keywords in NEGATIVE Sentiment using sentiment Analysis(stanfordNLP)
- MaxEnt classifier implementation in java for linguistic features?
- Are word-vector orientations universal?
- Stanford Parser - Factored model and PCFG
- Training a Custom Model using Java Code - Stanford NER
- Topic or Tag suggestion algorithm
Related Questions in WORD-SENSE-DISAMBIGUATION
- Word sense disambiguation in classification
- Weka as a classifier for WSD
- How to use SemEval or SemCor dataset for word sense disabiguation model?
- Pytorch BCE loss not decreasing for word sense disambiguation task
- How to programmatically access wordnet hierarchy?
- Is there a way to access Wikipedia tree for disambiguation pages and categories?
- Is there any simple Java-based word sense disambiguation using WordNet?
- How to integrate "WordNet Domains" into WordNet DB?
- How to find polysemous words from given input query?
- Word Sense Disambiguation for Arabic text with NLTK
- Choosing appropriate sense of a word from wordnet
- How can I determine the exact meaning of a word in a sentence?
- Collocations in text classification
- entity recognition and disambiguation api
- Why isn't WSD matching WordNet?
Trending Questions
- UIImageView Frame Doesn't Reflect Constraints
- Is it possible to use adb commands to click on a view by finding its ID?
- How to create a new web character symbol recognizable by html/javascript?
- Why isn't my CSS3 animation smooth in Google Chrome (but very smooth on other browsers)?
- Heap Gives Page Fault
- Connect ffmpeg to Visual Studio 2008
- Both Object- and ValueAnimator jumps when Duration is set above API LvL 24
- How to avoid default initialization of objects in std::vector?
- second argument of the command line arguments in a format other than char** argv or char* argv[]
- How to improve efficiency of algorithm which generates next lexicographic permutation?
- Navigating to the another actvity app getting crash in android
- How to read the particular message format in android and store in sqlite database?
- Resetting inventory status after order is cancelled
- Efficiently compute powers of X in SSE/AVX
- Insert into an external database using ajax and php : POST 500 (Internal Server Error)
Popular Questions
- How do I undo the most recent local commits in Git?
- How can I remove a specific item from an array in JavaScript?
- How do I delete a Git branch locally and remotely?
- Find all files containing a specific text (string) on Linux?
- How do I revert a Git repository to a previous commit?
- How do I create an HTML button that acts like a link?
- How do I check out a remote Git branch?
- How do I force "git pull" to overwrite local files?
- How do I list all files of a directory?
- How to check whether a string contains a substring in JavaScript?
- How do I redirect to another webpage?
- How can I iterate over rows in a Pandas DataFrame?
- How do I convert a String to an int in Java?
- Does Python have a string 'contains' substring method?
- How do I check if a string contains a specific word?
Check some details on why word sense disambiguation using collocation works here: http://en.wikipedia.org/wiki/Yarowsky_algorithm It's basically a Bayesian network.