A comparative performance of breast cancer classification using hyper-parameterized machine learning models
Lomboy Kristoffersen Edward Mayce R., Rowell Hernandez · International Journal of Advanced Technology and Engineering Exploration · 2021
Cancer is the result of the outgrowth of a clonal population of cells from bodily tissue [1].It has been acknowledged that early oncogenesis, also known as carcinogenesis, can be determined by cell-intrinsic features.A way to determine is by illustrating these features of both cancer cells and tumors, which are the ability to provide their growth signals, disregard to growth-inhibitory signals, eluding of apoptosis (programmed cell death), unlimited replication, sustained vascularization and malignancy, invasion of tissues through basement membranes and capillary walls.Cancer is considered to have three developmental phases: initiation, promotion, and progression.In the initiation phase, genomic changes such as point mutations, amplification and gene deletion, and rearrangements in the chromosomes within the cancer cell occur.