Hate speech and Offensive Posts (OP) detection on Smart Multimedia Internet of Things (MIoT) have been an active issue for researchers. MIoT media texts in non-native English-speaking countries are often code-mixed or script mixed/switched. This paper proposes ensemble-based Deep Learning (DL) framework comprised a Convolutional Neural Network (CNN) Dense (DNN) identifying hate OP Malayalam Cod...

Childhood is the foundation of everyone's life. It quite necessary that children are guided properly in this phase. The thoughts sown minds help them to lead their life a great way. So, these good should be taught through subject matters interest them. Children's Literature does exact same thing. songs composed with simplicity and musicality attract amuse greatly. Poet Azha. Valliyappa has cont...

The problem of inferring human emotional state automatically from speech has become one the central problems in Man Machine Interaction (MMI). Though Support Vector Machines (SVMs) were used several worksfor emotion recognition speech, potential using probabilistic SVMs for this task is not explored. emphasis current work on how to use efficient emotions speech. Emotional corpuses two Dravidian...

From ancient times Turkic languages have been in contact with numerous representatives of different language families. The article discusses the Turkic Indian language contact and were shown promise and necessity of this trend for the Turkic linguistics, were given Turkic Indian lexical parallels in the framework of the nostratic language's macro family. The research work has done on the base o...

This paper describes various challenges encountered while developing an automatic Named Entity Recognition (NER) using Conditional Random Fields (CRFs) for Tamil. We also discuss how we have overcome some of these challenges. Though most of the challenges in NER discussed here are common to many Indian languages, in this work the focus is on Tamil, a South Indian language belonging to Dravidian...

The collection of methods by which human languages convey meaning is called meaning structure of a language. It includes many conventional form-meaning associations, word-order regularities, tense systems, conjunctions and quantifiers, and a fundamental predicate-argument structure. In the Dravidian language, Malayalam, the Karaka theory, is useful for both the syntax analysis and semantic anal...

The often perceived and frequently quoted racial division in India between the fairer Aryan North and the darker Dravidian South is pernicious and dangerous. The British gave currency to this view of racial divide in India. It was part of their “divide and rule” strategy. The Northern people in India got especially sucked into this interpretation of history because it made the “Aryan” northerne...

A country controls and rules another by its social, political economical power as it is called colonization. This colonization activity has started from Aryan invasion on Dravidian people their culture. From 19th century many countries ruled Portuguese, Dutch, Roman countries. They explored slave. Later The slavery system tried to break chain got freedom way. Even though the colonized rued coun...

Sandhi splitting is a primary and an important step for any natural language processing (NLP) application for languages which have agglutinative morphology. This paper presents a statistical approach to build a sandhi splitter for agglutinative languages. The input to the model is a valid string in the language and the output is a split of that string into meaningful word/s. The approach adopte...

Arsenic is a well-known toxic and carcinogenic metalloid distributed all over the world causing serious health threats via drinking water. The present study was performed to evaluate the mutagenic potential of Sodium(meta)arsenite in the Bacterial Reverse Mutation Assay using five tester strains of Salmonella typhimurium TA1537, TA1535, TA98, TA100 and TA102. Sodium(meta)arsenite was not detect...