Advanced algorithms in cancer research involve the use of sophisticated computational techniques to analyze complex biological data. These algorithms aid in understanding cancer's genetic, molecular, and cellular mechanisms, leading to better diagnosis, prognosis, and treatment strategies. They include machine learning, deep learning, and other forms of artificial intelligence that can process large datasets with high accuracy and speed.