Abu Umama Suda ibn 'Ajlan al-Bahili reported that the Messenger of Allah, may Allah bless him and grant him peace, said "The person closer to Allah is the one who initiates the greeting."
Riyadh-as-Saliheen by Imam Al-Nawawi, volume 5, hadith number 858 - Sunni Hadith