CHAPTER 3 ESTIMATION OF SLOTH BEAR ABUNDANCE USING REPEATED PRESENCE- ABSENCE DATA IN NAGARAHOLE-BANDIPUR NATIONAL PARKS, INDIA Introduction The estimation of bear abundance involves many difficulties. Many expensive and labor- intensive mark-recapture studies, most aided by telemetry, have been conducted on populations of American black bears (Ursus americanus), brown bears (Ursus arctos) and polar bears (Ursus maritimus) (Garshelis et al., 1999). Such studies are lacking for the other five species of bears due to funding and logistical constraints. Furthermore, the density of these species is perceived to be relatively low, thus making mark-recapture studies highly impractical. The only rigorous density estimate of sloth bears (Melursus ursinus) was derived by Garshelis et al. (1999) during their study in Royal Chitwan National Park, Nepal. They used information on bears seen in the company of radio-collared bears as a re-sight sample and estimated bear density using the relatively simple, modified Peterson estimator (Bailey, 1952). During the process of obtaining 3,117 radio-telemetry locations, they sighted 47 bears in the vicinity of radio-collared bears, 42 of which had radio-collars on them. Using the modified Peterson estimator, Garshelis et al. (1999) arrived at a density estimate ranging from 27 to 72 bears per 100 km2 depending on the season and habitat. It took investigators more than a year to obtain a recapture sample of 47 accompanying bears, an effort that may be feasible only when coupled with investigating other questions about sloth bear ecology that requires systematic and repeated visits to the forest. Sloth bear densities are difficult to obtain by many conventional sampling methods. It is not possible to identify sloth bear individuals from photographs obtained in camera traps, so using a mark-recapture framework to determine densities, as done with tigers (Karanth & Nichols, 1998), is not practical. Further, while conducting distance-sampling surveys along line