Chief Minister D V Sadananda Gowda also announced a compensation of Rs 25,000 to each of those injured.
The state has also deputed a team led by Minister of Textiles Varthur Prakash to the accident spot to assist those affected, Gowda said in a release.
The accident took place at 3.15 AM when the Bangalore bound Hampi Express apparently overshot a signal and collided with a stationary goods train at Penukonda station in Anantpur district of Andhra Pradesh, killing 14 people and injuring 35 others.