To find the most appropriate forecasting techniques among the five above-mentioned techniques for developed, emerging, and frontier markets. In-home sleep testing provides in home sleep apnea testing services, which is an alternative to the traditional sleep lab testing environment. To forecast stock market returns using linear, nonlinear, artificial intelligence, frequency domain, and hybrid methods. It provides home medical equipment through a range of service programs, including respiratory disease management, Neuromuscular care, Oxygen therapy and Sleep apnea. Stock Price Forecast The 4 analysts offering 12-month price forecasts for Viemed Healthcare Inc have a median target of 10. Home Medical Equipment provides respiratory and other home medical equipment, including home ventilation, bi-level positive airway pressure (BiPAP) and continuous positive airway pressure (CPAP) devices, percussion vests, and other medical equipment. Viemed’s products and services include Home Medical Equipment and In-home sleep testing. Given the current short-term trend, the stock is expected to rise 19.44 during the next 3 months and, with a 90 probability hold a price between 6.20 and 7.05 at the end of this 3-month period. Viemed is focused on providing in-home treatment with clinical practitioners and providing therapy, and counseling to patients in their homes using technology. VMD Stock Trend The stock lies in the middle of a wide and strong rising trend in the short term and a further rise within the trend is signaled. Viemed Healthcare Inc (VMD) Stock Earning Per Share (EPS) Forecast / Estimate 0.061 The average consensus EPS for VMD is 0.061 with a high estimate of 0.073 and Low of 0.039 for the period and based on 4 Institutional Analysts. (Viemed), through its subsidiaries, is a provider of in-home durable medical equipment (DME) and post-acute respiratory healthcare services in the United States.