The woman left her home with the three children aged between two and half and six, after her husband had gone for work and committed suicide yesterday, police said.
Her husband who found them missing on returning home lodged a complaint with the police.
Police said the woman was suffering from epilepsy and might have taken her life as also of the children fearing that they may also face problems in future.