I have determined According to the datasheet provided and also theoretical(in excel) and practically checked using 5 different thermistor in my circuit. I can do that with method you have shown but the problem is I have to calibrate everytime I use new thermistor and i do not want that.The transfer function will be very close to linear if you keep the temperature range small enough.
How have you determined that your setup is not accurate enough for your purposes?
I can only assume that you are comparing your results against a known reference, e.g. a digital thermometer?
Hence you only need two pairs of calibration points, one at a low temperature and another at a higher temperature.
Post your calibration data, i.e. known reference temperature and ADC counts (not the temperature your unit is indicating).
