Abstruct-Multi-Carrier Code Division Multiple Access (MC-CDMA) is an attractive choice for high speed wireless communication as it mitigates the problem of Intersymbol Interference (ISI) and also exploits frequency diversity. The data stream in MC-CDMA is spread using a user specific spreading sequence in the frequency domain and every chip travels on a different sub-carrier. At the receiver, the different sub-carriers have to be combined properly to form the decision variable. Minimum Mean Square Error (MMSE) detector is a popular choice for this, but as it tries to minimize the Mean Square Error (MSE) and not the Bit Error Rate (BER), the BER it attains is not optimum. In this paper, we propose a Minimum Probability of Error (MPOE) based linear multiuser detector, which tries to minimize the probability of error, by exploiting the probability density function (pdf) of the filter output. Theoretical and simulation results are 1 presented for the MPOE detector and it can be seen that the W O E detector outperforms the MMSE detector.Index Terms-WOE, MMSE, MC-CDMA, Multiuser Detection I. INTRODUCTION Multi-Carrier Code Division Multiple Access (MC-CDMA) is a fairly recent multiple access technique that has attracted much research during the past decade. A combination of Orthogonal Frequency Division Multiplexing (OFDM) and CDMA [l], MC-CDMA combines the advantages of both the schemes. Like OFDM, MC-CDMA signals have attractive spectral characteristics. Their spectral energy is confined almost to the allocated bandwidth. Owing to this and other spectral characteristics, MC-CDMA allows for easier system coexislence. Moreover, by transmitting the same data bit over different sub-carriers, MC-CDMA exploits frequency diversity better than OFDM and also reduces the symbol rate on each of the sub-carrier. Due to this reduced symbol rate, the effect of Intersymbol Interference (ISI) on the transmitted signals is also reduced. The residual IS1 can be eliminated using sufficient guard interval. The data bits of the different users are spread using a user specific spreading waveform in the frequency domain.This paper focuses on the downlink scenario, where the base station communicates with the mobile sets. Each user receives his own signal corrupted by noise and Multiple Access Interference: (MAI) from the other users. Multiuser detection deals with the problem of the reliable demodulation of the user's bits in such a scenario. Various detectors, such as MRC, ERC and