Lake Shore Bancorp, Inc. (NASDAQ:LSBK) share price has recently increased by 19%, but has dropped 17% over the last five years. Despite improving earnings per share (EPS), market sentiment remains negative. Insider buying and EPS growth suggest potential long-term share price improvement.